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any OpenAI-compatible endpoint. +# JUDGE_PROVIDER=superdocs uses SuperDocs' own chat model (pilot runs found it +# unreliable for JSON scoring - see README finding). +JUDGE_PROVIDER=gemini +GEMINI_API_KEY=your-gemini-key +GEMINI_BASE_URL=https://generativelanguage.googleapis.com/v1beta/openai +GEMINI_MODEL=gemini-3.6-flash \ No newline at end of file diff --git a/extensions/Nojhi3/edit-quality-rubric-study/.gitignore b/extensions/Nojhi3/edit-quality-rubric-study/.gitignore new file mode 100644 index 00000000..917ef8eb --- /dev/null +++ b/extensions/Nojhi3/edit-quality-rubric-study/.gitignore @@ -0,0 +1,6 @@ +.env +__pycache__/ +*.pyc +.venv/ +venv/ +data/edits/*/after.docx \ No newline at end of file diff --git a/extensions/Nojhi3/edit-quality-rubric-study/HOW_TO_RUN.md b/extensions/Nojhi3/edit-quality-rubric-study/HOW_TO_RUN.md new file mode 100644 index 00000000..8715356d --- /dev/null +++ b/extensions/Nojhi3/edit-quality-rubric-study/HOW_TO_RUN.md @@ -0,0 +1,198 @@ +# How to run — every scenario, with what to expect + +This is the run book for the Edit-Quality Rubric + Inter-Rater Agreement study. +Commands are split into **zero-spend** (offline, safe to run any time) and +**budget-spending** (real SuperDocs calls, guarded by the operation cap). + +All commands run from this project root unless stated otherwise. + +--- + +## A. Prerequisites + +```bash +pip install -r requirements.txt # runtime +pip install -r requirements-dev.txt # + pytest, for the test suite + +cp .env.example .env # then fill in the values: +# SUPERDOCS_API_KEY=sk_your-key-here # SuperDocs key (agent self-signup: POST +# # https://api.superdocs.app/v1/agents/signup) +# GEMINI_API_KEY=your-gemini-key # only needed for the automated judge +``` + +- **Budget cap:** default **60 operations** (see `app/config.py`, + `DEFAULT_BUDGET_CAP_OPS`). Override any run with `--cap N`. +- **Small sample vs full:** `--small` = first 6 cases; `--full` = all 11. +- Every billable call is checked against the cap **before** it starts and + recorded in `data/ledger.jsonl`. + +--- + +## B. Zero-spend scenarios (offline, no API calls) + +### B1. Full test suite — 141 tests + +```bash +python -m pytest +``` + +Expect: `141 passed`. Covers hand-derived kappa (unweighted, linear-weighted, +band edges, bootstrap CIs), the full edit pipeline against a scripted fake +SuperDocs client (happy path, revision loop, failures, budget cap), both +judges against a mocked HTTP layer, report conversion, every FastAPI endpoint, +and an integration test that pins the study's headline numbers. + +### B2. Integrity self-check + +```bash +python scripts/selftest.py +``` + +Expect: `ALL CHECKS PASSED` (exit 0). Verifies the rubric schema, all 11 +cases' edit artifacts, both raters' score sheets, hand-derived kappa examples, +report rendering, the exported PDF/DOCX files, ledger consistency, and that +no API keys exist outside `.env`. + +### B3. Inspect the rubric + +```bash +python -m json.tool data/rubric.json # offline, straight from the file +``` + +or, with the server running (see C2): + +```bash +curl -s http://127.0.0.1:8000/rubric +``` + +Expect: `rubric_name`, `version`, `scale`, `instructions`, and 6 `dimensions`, +each with a 1-4 scale of written anchors, e.g. +`faithfulness` — "Did the edit do what the instruction asked, at the scope the +instruction implied?" with anchors for 1 (ignored the instruction) through +4 (did exactly and only what was asked). + +### B4. Inspect the study data + +```bash +ls data/edits// # per-edit artifacts for each of the 11 cases: +# before.html / before.md original source document +# after.html / after.md edited document +# upload.json, chat_start.json, pending_changes.json, chat_result.json, +# job_final.json, record.json full audit of the upload->chat->approve->export flow +# after.docx exported finished file +ls data/judgments/human/ # 11 human score sheets (one per case) +ls data/judgments/auto/ # 11 automated-judge score sheets (blind) +tail data/ledger.jsonl # SuperDocs operation ledger (cap + actual spend) +``` + +### B5. Budget guard refusal demo — **spends 0 ops** + +The guard fires **before** any billable call, so this costs nothing: + +```bash +python scripts/run_study.py --edits plan-01 --cap 0 +``` + +Expect: + +``` +Cap stated before this run: 0 operations. +Account: a2ab81ae-... | tier: free | remaining ops: | used: +Cases selected: all + +>>> EDIT PIPELINE for ['plan-01'] +>>> done in 2s (0 completed, 1 failed) + failed: {'case_id': 'plan-01', 'error': 'budget cap exceeded'} +[budget] after edits: spent 12/60 ops (12 billable calls) +``` + +The run refuses to start the billable edit call because `spent (12) + 1 > cap (0)`. +The ledger gets **no** new entry. To see a refusal *mid*-run instead, use a cap +large enough for one case: `python scripts/run_study.py --edits plan-01 plan-02 --cap 1` +completes plan-01 (1 op) then refuses plan-02 (costs 1 op and re-runs plan-01). + +--- + +## C. Budget-spending study scenarios + +Every run prints the cap **before** it starts and the actual spend **after** +every step. Example full flow: + +```bash +# 1) run the edits (small sample = 6 cases, ~1 op each) +python scripts/run_study.py --small --edits + +# 2) human judging — open the UI, score every completed case +uvicorn app.main:app +# open http://127.0.0.1:8000/judge +# each card shows the INSTRUCTION, the source document, and the edited +# document side by side, with per-dimension 1-4 scores + an evidence box. + +# 3) automated judge (blind to human scores; separate Gemini token ledger) +python scripts/run_study.py --small --judge-auto + +# 4) assemble the report +python scripts/run_study.py --report +``` + +The full run (`--full`) covers all 11 cases instead of 6. + +--- + +## D. Report export — non-billable + +Exports the study report through SuperDocs (0 operations). With the server +running: + +```bash +curl -o report.pdf "http://127.0.0.1:8000/study/report/export?format=pdf" +curl -o report.docx "http://127.0.0.1:8000/study/report/export?format=docx" +curl -o report.html "http://127.0.0.1:8000/study/report/export?format=html" +curl -o report.md "http://127.0.0.1:8000/study/report/export?format=markdown" +``` + +Expect a valid file (PDF starts with `%PDF-`). An invalid format is rejected: +`?format=exe` returns **422**. + +--- + +## E. Server endpoint smoke checklist + +`uvicorn app.main:app` then: + +| Endpoint | Expected | +| --- | --- | +| `GET /` | JSON index of every endpoint | +| `GET /rubric` | rubric JSON (6 dimensions, 1-4 anchors) | +| `GET /cases` | the 11 cases with difficulty bands | +| `GET /judge` | human judging UI (HTML) | +| `GET /study/scores` | both raters' score sheets | +| `GET /study/analysis` | kappa **0.339** (95% CI), weighted **0.405**, per-dimension bands, confusion matrices | +| `GET /study/budget` | cap 60, spent 12, remaining 48 | +| `GET /study/report` | the full report as markdown | +| `GET /study/report/export?format=pdf` | report PDF (`application/pdf`) | + +--- + +## F. Where the results are + +- **`report/study_report.md`** — the study report: + - §3 **Budget guard** — cap stated before the run + - §4 **Actual spend** — 12 of 60 ops, full per-call ledger + - §6 **Inter-rater agreement** — percent agreement, kappa, CIs, per-dimension + - §7 **Disagreement review** — the 8 judgments where the automated judge was + unreliable, quoting both raters' evidence + - §8 **Honest limitations** — small sample, single human rater, sparse human + evidence, ordinal ceiling, visual-blindness +- **`report/study_report.pdf` / `.docx`** — exported copies +- **`data/edits//`** — before/after material for every judgment +- **`data/ledger.jsonl`** — the operation ledger behind the spend numbers + +## G. Reproduce / verify the headline numbers + +The integration test pins the study's numbers so a code change that alters any +of them fails the suite: + +```bash +python -m pytest tests/test_study_integration.py -v +``` \ No newline at end of file diff --git a/extensions/Nojhi3/edit-quality-rubric-study/README.md b/extensions/Nojhi3/edit-quality-rubric-study/README.md new file mode 100644 index 00000000..eb371954 --- /dev/null +++ b/extensions/Nojhi3/edit-quality-rubric-study/README.md @@ -0,0 +1,169 @@ +# Edit-Quality Rubric + Inter-Rater Agreement Study + +A rubric for scoring the quality of AI document edits, plus an inter-rater +agreement study between a **human judge** and an **automated LLM judge** — +with honest reporting of where the automated judge is unreliable. + +Built on SuperDocs' minimum four-call contract for every edit: +`upload` -> `chat` (async, HITL) -> `approve` -> `export`. + +## What it does + +1. **Runs edits.** A corpus of 3 documents (a project plan, meeting notes, a + service contract with a pricing table) x a battery of instructions across + four difficulty bands (easy / medium / hard / ambiguous) = 11 edits. Every + edit goes through SuperDocs with human-in-the-loop approval of each + proposed change, then exports the finished file. +2. **Scores with a rubric.** A 6-dimension ordinal rubric (1-4 with written + anchors) for document edit quality: faithfulness to instruction, fact + accuracy, content preservation, structural integrity, formatting fidelity, + language quality. +3. **Measures agreement.** A human judge and an automated judge (an LLM, blind + to the other's scores) each score every edit. Cohen's kappa (unweighted and + linear-weighted), percent agreement, per-dimension confusion matrices, + percentile-bootstrap 95% CIs, and a case-by-case disagreement review — + computed in pure Python, no scipy. +4. **Reports honestly.** The study report (markdown, plus a PDF/DOCX export + produced through SuperDocs' export endpoint) states the budget cap before + each run, reports actual operation spend, and names every judgment where + the automated judge was unreliable, quoting both raters' evidence. + +## Finding from the pilot: SuperDocs chat is an editor, not a scorer + +The automated judge was first implemented with SuperDocs' own chat model. +Pilot runs showed it will not reliably score documents: it answers long +scoring prompts with short acknowledgments ("Done.", "I'll score the edit +now."), and with `approval_mode=ask_every_time` it only acknowledges. A JSON +scoring turn therefore uses a general-purpose LLM (default: Gemini via any +OpenAI-compatible endpoint, `JUDGE_PROVIDER=gemini`), recorded in its own +token ledger (`data/ledger_gemini.jsonl`). The SuperDocs-chat judge is kept +for comparison (`JUDGE_PROVIDER=superdocs`). This is itself a reliability +finding about automated judging on this platform. + +## Budget guard + +- Cap stated before every run: **60 operations** (default, editable in + `app/budget.py`). Every billable call is checked against the cap before it + starts and recorded in `data/ledger.jsonl` (endpoint, billable flag, ops + charged, monthly remaining). +- Small-sample mode: `--small` runs the first 6 cases; the full run is all 11. +- Actual spend is printed after every step and published in the report. + +## How to run + +```bash +pip install -r requirements.txt + +# 1) SuperDocs key (free agent self-signup, no human needed): +# POST https://api.superdocs.app/v1/agents/signup {"terms_accepted": true} +cp .env.example .env # fill SUPERDOCS_API_KEY, GEMINI_API_KEY + +# 2) Run the edit pipeline (small sample first): +python scripts/run_study.py --small --edits + +# 3) Human judging UI: +uvicorn app.main:app # open http://127.0.0.1:8000/judge + +# 4) Automated judge (blind to human scores): +python scripts/run_study.py --small --judge-auto + +# 5) Report + export through SuperDocs: +python scripts/run_study.py --report +curl -o report.pdf "http://127.0.0.1:8000/study/report/export?format=pdf" + +# 6) Offline integrity self-check (no API calls, no spend; exit 0 = all pass): +python scripts/selftest.py + +# 7) Full test suite (141 tests, offline, no spend): +pip install -r requirements-dev.txt +python -m pytest # or: pytest tests/test_stats.py -v +``` + +### Quick recipes + +**Export the report** (non-billable, 0 ops): +```bash +python scripts/run_study.py --report +curl -o report.pdf "http://127.0.0.1:8000/study/report/export?format=pdf" +curl -o report.docx "http://127.0.0.1:8000/study/report/export?format=docx" # or html|markdown|txt +``` + +**Check the rubric's value** (dimensions, scale, written anchors): +```bash +curl -s http://127.0.0.1:8000/rubric # live, from the API +python -m json.tool data/rubric.json # offline, straight from the file +``` + +**Start a run whose budget estimate is over the cap** — the guard refuses +*before* any billable call, so this spends **0 ops**: +```bash +python scripts/run_study.py --edits plan-01 --cap 0 +# Cap stated before this run: 0 operations. +# >>> done in 2s (0 completed, 1 failed) +# failed: {'case_id': 'plan-01', 'error': 'budget cap exceeded'} +# [budget] after edits: spent 12/60 ops (12 billable calls) <- ledger unchanged +``` + +Every scenario with commands and exact expected output lives in +**[HOW_TO_RUN.md](HOW_TO_RUN.md)**. + +The self-check verifies the rubric schema, all 11 cases' edit artifacts, +both raters' score sheets, the statistics on hand-derived examples (kappa = +1.0 / 0.0 / 2/3, Landis-Koch band edges), report rendering, the exported +DOCX/PDF files, ledger consistency, and that no API keys are committed +outside `.env`. + +The pytest suite is behavioral and network-mocked. It covers: hand-derived +kappa (unweighted, linear-weighted, band edges, bootstrap CIs, analyze() on +synthetic sheets), the full edit pipeline against a scripted fake SuperDocs +client (happy path, revision loop, no-op completion, failures, budget cap), +both judges against a mocked HTTP layer (JSON extraction incl. the +double-encoded second parse, retries, invalid-score rejection), the report +markdown/HTML conversion (including the multi-bold regression), every FastAPI +endpoint (validation, 404/409/422/502 paths), and — most importantly — an +**integration test that pins the study's headline numbers** (11 cases, 66 +judgments, kappa 0.339, weighted 0.405, 8 disagreements, per-dimension +values, score distributions, 12 ops spent). If a code change ever alters a +study number, that test fails by design. + +The FastAPI service (`app/main.py`) also exposes every step as an endpoint: +`/rubric`, `/cases`, `POST /study/edits`, `POST /study/judge/auto`, `/judge`, +`/judge/submit`, `/study/analysis`, `/study/budget`, `/study/report`, +`/study/report/export`. + +## SuperDocs features used + +- REST API: `POST /v1/documents/upload-base64` (upload), `POST /v1/chat/async` + with `approval_mode=ask_every_time` (edit + HITL review), + `POST /v1/chat/{session_id}/approve` (approve proposed changes, including + the AI's revision loop after approval), `POST /v1/documents/export` (export + finished documents AND the study report itself), `GET /v1/jobs/{job_id}` + (polling), `GET /v1/agents/whoami` (quota/usage). +- Operation-level billing telemetry from every chat response (usage block), + recorded per call in `data/ledger.jsonl`. + +## Repo layout + +``` +app/ FastAPI service + client, budget guard, rubric, pipeline, + judges, statistics, report generation +scripts/ run_study.py CLI (--small / --full / --edits / --judge-auto / --report), + selftest.py (offline integrity checks) +tests/ pytest suite (141 tests): stats, pipeline, judges, client + utils, report, API endpoints, real-data integration +data/corpus/ 3 source documents (real + synthetic) +data/rubric.json the rubric (dimensions, anchors) +data/instructions.json the 11 edit cases with difficulty labels +data/edits// per-edit artifacts: upload, pending changes, + approvals, job result, before/after, exported docx +data/judgments/ human + automated score sheets +data/ledger.jsonl SuperDocs operation ledger (cap + actual spend) +data/ledger_gemini.jsonl judge token ledger +report/ generated study report +``` + +## License + +MIT. No API keys are committed; all secrets live in a gitignored `.env`. + +Built for the SuperDocs engineering task (round 2) by Akshat Rai. \ No newline at end of file diff --git a/extensions/Nojhi3/edit-quality-rubric-study/app/__init__.py b/extensions/Nojhi3/edit-quality-rubric-study/app/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/extensions/Nojhi3/edit-quality-rubric-study/app/analysis.py b/extensions/Nojhi3/edit-quality-rubric-study/app/analysis.py new file mode 100644 index 00000000..61388635 --- /dev/null +++ b/extensions/Nojhi3/edit-quality-rubric-study/app/analysis.py @@ -0,0 +1,173 @@ +"""Inter-rater agreement statistics, pure Python (no scipy). + +Cohen's kappa (unweighted and linear-weighted), percent agreement, confusion +matrices, percentile bootstrap CIs on item resampling, and the disagreement +case review. Small samples are reported with their wide CIs, not hidden. +""" + +import random +from collections import defaultdict + +from .rubric import DIMENSION_IDS, load_rubric + +SCALE_MAX = 4 +LANDIS_KOCH = [ + (0.81, "almost perfect"), + (0.61, "substantial"), + (0.41, "moderate"), + (0.21, "fair"), + (0.0, "slight"), + (-1.0, "poor"), +] + + +def band(kappa: float) -> str: + for lo, label in LANDIS_KOCH: + if kappa >= lo: + return label + return "poor" + + +def _weights_matrix() -> dict: + w = {} + for i in range(1, SCALE_MAX + 1): + for j in range(1, SCALE_MAX + 1): + w[(i, j)] = 1.0 - abs(i - j) / (SCALE_MAX - 1) + return w + + +def cohens_kappa(pairs: list[tuple[int, int]], weighted: bool = False) -> float: + """pairs: list of (rater_a_score, rater_b_score). 1 category = undefined.""" + n = len(pairs) + if n == 0: + raise ValueError("no pairs") + obs = defaultdict(int) + for a, b in pairs: + obs[(a, b)] += 1 + categories = sorted({a for a, _ in pairs} | {b for _, b in pairs}) + if len(categories) < 2: + return 1.0 if len(categories) == 1 and all(a == b for a, b in pairs) else 0.0 + rows = {c: sum(v for (a, b), v in obs.items() if a == c) for c in categories} + cols = {c: sum(v for (a, b), v in obs.items() if b == c) for c in categories} + + w = _weights_matrix() if weighted else {(i, j): 1.0 if i == j else 0.0 for i in categories for j in categories} + po = sum(obs[(a, b)] * w.get((a, b), 0.0) for a in categories for b in categories) / n + pe = sum(rows[a] * cols[b] * w.get((a, b), 0.0) for a in categories for b in categories) / (n * n) + if pe == 1.0: + return 1.0 + if po == pe: + return 0.0 + return (po - pe) / (1.0 - pe) + + +def percent_agreement(pairs: list[tuple[int, int]]) -> float: + if not pairs: + raise ValueError("no pairs") + return sum(1 for a, b in pairs if a == b) / len(pairs) + + +def confusion_matrix(pairs: list[tuple[int, int]]) -> dict: + matrix = {i: {j: 0 for j in range(1, SCALE_MAX + 1)} for i in range(1, SCALE_MAX + 1)} + for a, b in pairs: + matrix[a][b] += 1 + return matrix + + +def bootstrap_ci(pairs: list[tuple[int, int]], stat_fn, iterations: int = 2000, seed: int = 7) -> tuple[float, float]: + """Percentile bootstrap 95% CI by resampling items (with replacement).""" + rng = random.Random(seed) + n = len(pairs) + if n == 0: + return (float("nan"), float("nan")) + samples = [] + for _ in range(iterations): + resample = [pairs[rng.randrange(n)] for _ in range(n)] + try: + samples.append(stat_fn(resample)) + except (ValueError, ZeroDivisionError): + continue + if not samples: + return (float("nan"), float("nan")) + samples.sort() + lo = samples[int(0.025 * len(samples))] + hi = samples[int(0.975 * len(samples))] + return (lo, hi) + + +def analyze(human: dict, auto: dict, case_meta: dict = None, iterations: int = 2000) -> dict: + """human/auto: {case_id: sheet}. Returns full analysis dict.""" + rubric = load_rubric() + case_ids = sorted(set(human) & set(auto)) + per_dim = {d: {"pairs": [], "cases": []} for d in DIMENSION_IDS} + for cid in case_ids: + hs = human[cid]["scores"] + a_s = auto[cid]["scores"] + for d in DIMENSION_IDS: + per_dim[d]["pairs"].append((hs[d], a_s[d])) + per_dim[d]["cases"].append(cid) + + dims = {} + for d in DIMENSION_IDS: + pairs = per_dim[d]["pairs"] + kappa = cohens_kappa(pairs, weighted=False) + kappa_w = cohens_kappa(pairs, weighted=True) + kappa_ci = bootstrap_ci(pairs, lambda p: cohens_kappa(p, weighted=False), iterations) + kappa_w_ci = bootstrap_ci(pairs, lambda p: cohens_kappa(p, weighted=True), iterations) + dims[d] = { + "label": next(x["label"] for x in rubric["dimensions"] if x["id"] == d), + "n": len(pairs), + "percent_agreement": round(percent_agreement(pairs), 3), + "kappa": round(kappa, 3), + "kappa_ci95": [round(kappa_ci[0], 3), round(kappa_ci[1], 3)], + "kappa_band": band(kappa), + "kappa_linear_weighted": round(kappa_w, 3), + "kappa_linear_weighted_ci95": [round(kappa_w_ci[0], 3), round(kappa_w_ci[1], 3)], + "confusion": confusion_matrix(pairs), + "human_mean": round(sum(p[0] for p in pairs) / len(pairs), 3), + "auto_mean": round(sum(p[1] for p in pairs) / len(pairs), 3), + } + + all_pairs = [] + for d in DIMENSION_IDS: + all_pairs.extend(per_dim[d]["pairs"]) + overall = { + "n_cases": len(case_ids), + "n_judgments": len(all_pairs), + "percent_agreement": round(percent_agreement(all_pairs), 3), + "kappa": round(cohens_kappa(all_pairs, weighted=False), 3), + "kappa_linear_weighted": round(cohens_kappa(all_pairs, weighted=True), 3), + "kappa_ci95": [round(x, 3) for x in bootstrap_ci(all_pairs, lambda p: cohens_kappa(p, weighted=False), iterations)], + } + + disagreements = [] + for cid in case_ids: + for d in DIMENSION_IDS: + diff = human[cid]["scores"][d] - auto[cid]["scores"][d] + if abs(diff) >= 2: + disagreements.append({ + "case_id": cid, + "dimension": d, + "human": human[cid]["scores"][d], + "auto": auto[cid]["scores"][d], + "diff": diff, + "human_evidence": human[cid].get("evidence", {}).get(d, ""), + "auto_evidence": auto[cid].get("evidence", {}).get(d, ""), + "difficulty": (case_meta or {}).get(cid, {}).get("difficulty", "?"), + "instruction": (case_meta or {}).get(cid, {}).get("instruction", ""), + }) + disagreements.sort(key=lambda x: -abs(x["diff"])) + + def _distribution(sheets: dict) -> dict: + dist = {v: 0 for v in range(1, 5)} + for cid in case_ids: + for d in DIMENSION_IDS: + dist[sheets[cid]["scores"][d]] += 1 + return {str(k): v for k, v in sorted(dist.items())} + + distributions = { + "human": _distribution(human), + "auto": _distribution(auto), + } + + return {"dimensions": dims, "overall": overall, "disagreements": disagreements, + "case_ids": case_ids, "distributions": distributions} \ No newline at end of file diff --git a/extensions/Nojhi3/edit-quality-rubric-study/app/budget.py b/extensions/Nojhi3/edit-quality-rubric-study/app/budget.py new file mode 100644 index 00000000..dcac2b0d --- /dev/null +++ b/extensions/Nojhi3/edit-quality-rubric-study/app/budget.py @@ -0,0 +1,82 @@ +"""Operation budget guard: ledger, cap enforcement, and honest spend reporting. + +Edits and auto-judging bill operations; uploads, approvals, exports, and reads +do not. The guard refuses to start a billable call that would exceed the cap, +records every response's usage delta, and produces the spend report the study +commits to publishing. +""" + +import json +import time +from pathlib import Path +from typing import Optional + +from . import config + + +class BudgetExceeded(RuntimeError): + pass + + +class BudgetGuard: + def __init__(self, cap_ops: Optional[int] = None, ledger_path: Optional[Path] = None): + self.cap_ops = cap_ops if cap_ops is not None else config.DEFAULT_BUDGET_CAP_OPS + self.ledger_path = ledger_path or config.LEDGER_PATH + self.ledger_path.parent.mkdir(parents=True, exist_ok=True) + self._session_spend = 0 + + def guard(self, estimated_ops: int = 1) -> None: + spent = self.spend_this_process() + if spent + estimated_ops > self.cap_ops: + raise BudgetExceeded( + f"budget cap {self.cap_ops} ops would be exceeded " + f"(spent {spent}, need {estimated_ops}+)" + ) + + def record(self, resp: dict, endpoint: str = "", tag: str = "") -> dict: + from .superdocs_client import parse_usage + + usage = parse_usage(resp) + ops = int(usage.get("ops_charged", 0) or (1 if usage.get("was_billable") else 0)) + entry = { + "ts": time.time(), + "iso": time.strftime("%Y-%m-%dT%H:%M:%SZ", time.gmtime()), + "endpoint": endpoint, + "tag": tag, + "was_billable": usage.get("was_billable", False), + "ops_charged": ops, + "monthly_remaining": usage.get("monthly_remaining"), + "monthly_used": usage.get("monthly_used"), + } + with self.ledger_path.open("a", encoding="utf-8") as fh: + fh.write(json.dumps(entry) + "\n") + self._session_spend += ops + return entry + + def spend_this_process(self) -> int: + return self._session_spend + + def load_ledger(self) -> list[dict]: + if not self.ledger_path.exists(): + return [] + rows = [] + for line in self.ledger_path.read_text(encoding="utf-8").splitlines(): + line = line.strip() + if line: + rows.append(json.loads(line)) + return rows + + def total_spend(self) -> int: + return sum(int(r.get("ops_charged", 0)) for r in self.load_ledger()) + + def report(self) -> dict: + rows = self.load_ledger() + billable = [r for r in rows if r.get("was_billable")] + return { + "cap_ops": self.cap_ops, + "spent_ops": sum(int(r.get("ops_charged", 0)) for r in rows), + "billable_calls": len(billable), + "total_calls_recorded": len(rows), + "remaining_within_cap": max(0, self.cap_ops - sum(int(r.get("ops_charged", 0)) for r in rows)), + "entries": rows, + } \ No newline at end of file diff --git a/extensions/Nojhi3/edit-quality-rubric-study/app/config.py b/extensions/Nojhi3/edit-quality-rubric-study/app/config.py new file mode 100644 index 00000000..0f807507 --- /dev/null +++ b/extensions/Nojhi3/edit-quality-rubric-study/app/config.py @@ -0,0 +1,45 @@ +import os +from pathlib import Path + +from dotenv import load_dotenv + +BASE_DIR = Path(__file__).resolve().parent.parent +load_dotenv(BASE_DIR / ".env") + +API_BASE = os.getenv("SUPERDOCS_API_BASE", "https://api.superdocs.app") +API_KEY = os.getenv("SUPERDOCS_API_KEY", "") +MODEL_TIER = os.getenv("SUPERDOCS_MODEL_TIER", "pro") +THINKING_DEPTH = os.getenv("SUPERDOCS_THINKING_DEPTH", "balanced") + +JUDGE_PROVIDER = os.getenv("JUDGE_PROVIDER", "gemini") +GEMINI_API_KEY = os.getenv("GEMINI_API_KEY", "") +GEMINI_BASE_URL = os.getenv("GEMINI_BASE_URL", "https://generativelanguage.googleapis.com/v1beta/openai") +GEMINI_MODEL = os.getenv("GEMINI_MODEL", "gemini-3.6-flash") + +DATA_DIR = BASE_DIR / "data" +CORPUS_DIR = DATA_DIR / "corpus" +EDITS_DIR = DATA_DIR / "edits" +JUDGMENTS_DIR = DATA_DIR / "judgments" +HUMAN_DIR = JUDGMENTS_DIR / "human" +AUTO_DIR = JUDGMENTS_DIR / "auto" +REPORT_DIR = BASE_DIR / "report" +LEDGER_PATH = DATA_DIR / "ledger.jsonl" +GEMINI_LEDGER_PATH = DATA_DIR / "ledger_gemini.jsonl" +RUBRIC_PATH = DATA_DIR / "rubric.json" +INSTRUCTIONS_PATH = DATA_DIR / "instructions.json" + +SMALL_SAMPLE_CASES = 6 +FULL_SAMPLE_CASES = 11 + +DEFAULT_BUDGET_CAP_OPS = 60 + +for d in (EDITS_DIR, HUMAN_DIR, AUTO_DIR, REPORT_DIR): + d.mkdir(parents=True, exist_ok=True) + + +def require_key() -> str: + if not API_KEY: + raise RuntimeError( + "SUPERDOCS_API_KEY is not set. Copy data/.env.example to .env and fill it in." + ) + return API_KEY \ No newline at end of file diff --git a/extensions/Nojhi3/edit-quality-rubric-study/app/judges.py b/extensions/Nojhi3/edit-quality-rubric-study/app/judges.py new file mode 100644 index 00000000..3a8fc71a --- /dev/null +++ b/extensions/Nojhi3/edit-quality-rubric-study/app/judges.py @@ -0,0 +1,336 @@ +"""Judges: the automated LLM judge and the human judge's score storage. + +Automated judging was first attempted with SuperDocs' own chat model (the +"AutoJudge" class below). Finding from pilot runs: SuperDocs chat is an +editing assistant; when asked to score a document it often replies with a +short acknowledgment ("Done.", "I'll score the edit now.") instead of JSON, +and with approval_mode=ask_every_time it only acknowledges. A JSON scoring +turn therefore uses a general-purpose LLM (Gemini via an OpenAI-compatible +endpoint, default) — recorded in its own token ledger — while the SuperDocs +chat judge remains available for comparison via JUDGE_PROVIDER=superdocs. + +Blindness: the judge sees the instruction, source text, and edited text — +never the human's scores. +""" + +import json +import time +from typing import Optional + +import requests + +from . import config +from .budget import BudgetGuard, BudgetExceeded +from .rubric import build_score_sheet, load_rubric, valid_score +from .superdocs_client import SuperDocsClient, SuperDocsError, extract_json_from_text + +DIMENSIONS = [ + ("faithfulness", "Faithfulness to instruction"), + ("fact_accuracy", "Fact accuracy"), + ("content_preservation", "Content preservation"), + ("structural_integrity", "Structural integrity"), + ("formatting_fidelity", "Formatting fidelity"), + ("language_quality", "Language quality"), +] + + +def _clip(text: str, limit: int = 4000) -> str: + """Keep head + tail of long material so prompts stay compact. + + The marker is explicitly framed as a harness note so a judge cannot + mistake it for document content (a pilot artifact: the judge once scored + the marker itself).""" + text = (text or "").strip() + if len(text) <= limit: + return text + head = text[: int(limit * 0.6)] + tail = text[-int(limit * 0.4):] + return f"{head}\n[HARNESS NOTE: content omitted from judge input for length]\n{tail}" + + +def build_judge_prompt(case: dict, source_text: str, after_text: str, rubric: dict) -> str: + anchor_lines = [] + for dim in rubric["dimensions"]: + a = dim["anchors"] + anchor_lines.append( + f"- {dim['id']}: {a['1'][:40]} | {a['2'][:40]} | {a['3'][:40]} | {a['4'][:40]}" + ) + return ( + "You are a document-edit quality judge. Score ONE edit.\n" + f"INSTRUCTION: {case['instruction']}\n" + "RUBRIC (1=Fail,2=Poor,3=Good,4=Excellent):\n" + + "\n".join(anchor_lines) + + "\nScore every dimension 1-4 and give a short evidence quote per dimension. " + "If a dimension cannot be verified from the text (e.g. visual formatting), " + "score honestly and say so in evidence. A line starting with '[HARNESS NOTE' " + "means the evaluation harness omitted part of the document for length; " + "ignore the note itself and judge only the content you can see.\n" + "Respond with JSON ONLY:\n" + '{"scores": {"faithfulness":4,"fact_accuracy":4,"content_preservation":4,' + '"structural_integrity":4,"formatting_fidelity":4,"language_quality":4},' + '"evidence": {"faithfulness":"...","fact_accuracy":"...","content_preservation":"...",' + '"structural_integrity":"...","formatting_fidelity":"...","language_quality":"..."}}\n' + f"SOURCE:\n{_clip(source_text)}\nEDITED:\n{_clip(after_text)}" + ) + + +def _strip_html(text: str) -> str: + import html as html_mod + import re as re_mod + + text = re_mod.sub(r"<[^>]+>", " ", text) + return html_mod.unescape(re_mod.sub(r"\s+", " ", text)).strip() + + +def _after_text(case_id: str) -> Optional[str]: + md_path = config.EDITS_DIR / case_id / "after.md" + if md_path.exists(): + return md_path.read_text(encoding="utf-8") + html_path = config.EDITS_DIR / case_id / "after.html" + if html_path.exists(): + return _strip_html(html_path.read_text(encoding="utf-8")) + job_path = config.EDITS_DIR / case_id / "job_final.json" + if not job_path.exists(): + return None + job = json.loads(job_path.read_text(encoding="utf-8")) + changes = (job.get("result") or {}).get("document_changes") or {} + updated = changes.get("updated_html") + return _strip_html(updated) if updated else None + + +def _source_text(case_id: str) -> Optional[str]: + before_md = config.EDITS_DIR / case_id / "before.md" + if before_md.exists(): + return before_md.read_text(encoding="utf-8") + before_html = config.EDITS_DIR / case_id / "before.html" + if before_html.exists(): + return _strip_html(before_html.read_text(encoding="utf-8")) + upload_path = config.EDITS_DIR / case_id / "upload.json" + if not upload_path.exists(): + return None + upload = json.loads(upload_path.read_text(encoding="utf-8")) + for key in ("html", "document_html", "converted_html"): + if upload.get(key): + return _strip_html(upload[key]) + return None + + +def _material(case_id: str) -> tuple[Optional[str], Optional[str]]: + return _source_text(case_id), _after_text(case_id) + + +def _save_sheet(sheet: dict, rater_dir) -> None: + path = rater_dir / f"{sheet['case_id']}.json" + path.write_text(json.dumps(sheet, indent=2), encoding="utf-8") + + +class GeminiJudge: + """General-purpose LLM judge via an OpenAI-compatible endpoint. + + Each call is recorded in data/ledger_gemini.jsonl (prompt/completion + tokens) — separate from SuperDocs operations, which only the edit + pipeline consumes. + """ + + def __init__(self): + self.rubric = load_rubric() + if not config.GEMINI_API_KEY: + raise RuntimeError("JUDGE_PROVIDER=gemini requires GEMINI_API_KEY in .env") + + def judge_case(self, case: dict) -> dict: + case_id = case["case_id"] + source, after = _material(case_id) + if not after: + return {"case_id": case_id, "status": "failed", + "error": f"no edited text for {case_id} (did the edit pipeline run?)"} + prompt = build_judge_prompt(case, source or "(source not available)", after, self.rubric) + out = {"case_id": case_id, "rater": "auto", "provider": "gemini", + "model": config.GEMINI_MODEL, "status": "running"} + + try: + resp = requests.post( + f"{config.GEMINI_BASE_URL}/chat/completions", + headers={"Authorization": f"Bearer {config.GEMINI_API_KEY}"}, + json={ + "model": config.GEMINI_MODEL, + "messages": [{"role": "user", "content": prompt}], + "temperature": 0, + "response_format": {"type": "json_object"}, + }, + timeout=120, + ) + except requests.exceptions.RequestException as exc: + out.update({"status": "failed", "error": f"gemini request failed: {exc}"}) + return out + if resp.status_code >= 400: + out.update({"status": "failed", "error": f"gemini {resp.status_code}: {resp.text[:400]}"}) + return out + data = resp.json() + usage = data.get("usage") or {} + self._record_usage(usage, case_id) + out["usage"] = usage + + content = (data.get("choices") or [{}])[0].get("message", {}).get("content") or "" + out["response_preview"] = content[:400] + payload = extract_json_from_text(content) + if not payload: + out.update({"status": "failed", "error": "no parseable JSON in judge response", + "response": content[:2000]}) + return out + + scores = payload.get("scores") or {} + evidence = payload.get("evidence") or {} + invalid = [d for d, s in scores.items() if not valid_score(s)] + if invalid: + out.update({"status": "failed", "error": f"invalid scores for {invalid}", "payload": payload}) + return out + + sheet = { + "case_id": case_id, + "rater": "auto", + "provider": "gemini", + "model": config.GEMINI_MODEL, + "scores": {d: scores[d] for d, _ in DIMENSIONS}, + "evidence": {d: (evidence.get(d) or "") for d, _ in DIMENSIONS}, + "difficulty": case["difficulty"], + "instruction": case["instruction"], + } + _save_sheet(sheet, config.AUTO_DIR) + out.update({"status": "completed", "scores": sheet["scores"]}) + return out + + def _record_usage(self, usage: dict, case_id: str) -> None: + entry = { + "ts": time.time(), + "iso": time.strftime("%Y-%m-%dT%H:%M:%SZ", time.gmtime()), + "case_id": case_id, + "model": config.GEMINI_MODEL, + "prompt_tokens": usage.get("prompt_tokens", 0), + "completion_tokens": usage.get("completion_tokens", 0), + "total_tokens": usage.get("total_tokens", 0), + } + with config.GEMINI_LEDGER_PATH.open("a", encoding="utf-8") as fh: + fh.write(json.dumps(entry) + "\n") + + def judge_all(self, case_ids: Optional[list[str]] = None) -> dict: + from .pipeline import load_cases + + summary = {"results": [], "failed": []} + for case in load_cases(): + if case_ids and case["case_id"] not in case_ids: + continue + res = self.judge_case(case) + summary["results"].append(res) + if res["status"] != "completed": + summary["failed"].append(res) + return summary + + +class AutoJudge: + """SuperDocs-chat judge. Kept for comparison; pilot runs showed it often + answers conversationally instead of scoring (see README finding).""" + + def __init__(self, client: SuperDocsClient = None, max_attempts: int = 3): + self.client = client or SuperDocsClient() + self.rubric = load_rubric() + self.max_attempts = max_attempts + + def judge_case(self, case: dict) -> dict: + case_id = case["case_id"] + source, after = _material(case_id) + if not after: + return {"case_id": case_id, "status": "failed", + "error": f"no edited text for {case_id} (did the edit pipeline run?)"} + session_id = f"eqr_j_{case_id}_{int(time.time())}" + out = {"case_id": case_id, "rater": "auto", "provider": "superdocs", + "session_id": session_id, "status": "running"} + prompt = build_judge_prompt(case, source or "(source not available)", after, self.rubric) + + for attempt in range(1, self.max_attempts + 1): + try: + self.client.budget.guard(1) + chat = self.client.chat_sync( + session_id, prompt, model_tier=config.MODEL_TIER, + thinking_depth=config.THINKING_DEPTH, + ) + except BudgetExceeded as exc: + out.update({"status": "failed", "error": str(exc)}) + return out + except SuperDocsError as exc: + out.update({"status": "failed", "error": str(exc)}) + return out + out["usage"] = chat.get("usage") + out["attempts"] = attempt + response_text = chat.get("response") or "" + payload = extract_json_from_text(response_text) + if payload: + out["response_preview"] = response_text[:400] + scores = payload.get("scores") or {} + evidence = payload.get("evidence") or {} + invalid = [d for d, s in scores.items() if not valid_score(s)] + if not invalid: + sheet = { + "case_id": case_id, + "rater": "auto", + "provider": "superdocs", + "scores": {d: scores[d] for d, _ in DIMENSIONS}, + "evidence": {d: (evidence.get(d) or "") for d, _ in DIMENSIONS}, + "difficulty": case["difficulty"], + "instruction": case["instruction"], + } + _save_sheet(sheet, config.AUTO_DIR) + out.update({"status": "completed", "scores": sheet["scores"]}) + return out + out.update({"status": "failed", "error": f"invalid scores for {invalid}", + "response": response_text[:1000]}) + return out + out["response_preview"] = response_text[:400] + + out.update({"status": "failed", + "error": f"no JSON after {self.max_attempts} attempts", + "response": (chat.get("response") or "")[:2000]}) + return out + + def judge_all(self, case_ids: Optional[list[str]] = None) -> dict: + from .pipeline import load_cases + + summary = {"results": [], "failed": []} + for case in load_cases(): + if case_ids and case["case_id"] not in case_ids: + continue + res = self.judge_case(case) + summary["results"].append(res) + if res["status"] != "completed": + summary["failed"].append(res) + return summary + + +def get_judge(): + if config.JUDGE_PROVIDER == "superdocs": + return AutoJudge() + return GeminiJudge() + + +def save_human_scores(case_id: str, scores: dict, evidence: dict, judge_name: str = "human-1") -> dict: + """Validate and persist one human judge's score sheet. + + Uses build_score_sheet, which rejects missing dimensions and out-of-range + scores, so a partial or malformed form submission cannot create a sheet + the analysis would silently drop.""" + sheet = build_score_sheet(case_id, judge_name, scores, evidence) + path = config.HUMAN_DIR / f"{case_id}.json" + path.write_text(json.dumps(sheet, indent=2), encoding="utf-8") + return sheet + + +def load_score_sheets(rater: str) -> dict: + """rater: 'human' or 'auto' -> {case_id: sheet}""" + base = config.HUMAN_DIR if rater == "human" else config.AUTO_DIR + sheets = {} + for path in sorted(base.glob("*.json")): + sheets[path.stem] = json.loads(path.read_text(encoding="utf-8")) + return sheets + + +def load_all_sheets() -> tuple[dict, dict]: + return load_score_sheets("human"), load_score_sheets("auto") \ No newline at end of file diff --git a/extensions/Nojhi3/edit-quality-rubric-study/app/main.py b/extensions/Nojhi3/edit-quality-rubric-study/app/main.py new file mode 100644 index 00000000..a5dd3bc0 --- /dev/null +++ b/extensions/Nojhi3/edit-quality-rubric-study/app/main.py @@ -0,0 +1,267 @@ +"""FastAPI service for the Edit-Quality Rubric study. + +Endpoints +--------- +GET / overview + endpoints +GET /rubric the rubric (JSON) +GET /cases study cases (JSON) +POST /study/edits run the edit pipeline for given case_ids +POST /study/judge/auto run the automated judge for given case_ids +GET /judge human judge UI (one page, all cases) +POST /judge/submit save one case's human scores +GET /study/scores all score sheets (JSON) +GET /study/analysis inter-rater agreement analysis (JSON) +GET /study/budget operation spend report (JSON) +GET /study/report study report as markdown +GET /study/report/export export the report via SuperDocs (docx/pdf/html) +""" + +import json +import re +import time +from typing import Optional + +from fastapi import FastAPI, HTTPException, Query +from fastapi.responses import HTMLResponse, PlainTextResponse, Response + +from . import config +from .analysis import analyze +from .budget import BudgetGuard +from .judges import AutoJudge, load_score_sheets, save_human_scores +from .pipeline import EditRunner, load_cases +from .report import build_report, build_report_html +from .rubric import load_rubric +from .superdocs_client import SuperDocsClient + +app = FastAPI(title="Edit-Quality Rubric Study", version="1.0") + + +def _case_meta(): + return {c["case_id"]: c for c in load_cases()} + + +@app.get("/") +def index(): + return { + "name": "Edit-Quality Rubric Study", + "endpoints": { + "rubric": "/rubric", + "cases": "/cases", + "run_edits": "POST /study/edits?case_ids=plan-01,plan-02", + "run_auto_judge": "POST /study/judge/auto", + "human_judge_ui": "/judge", + "submit_human_scores": "POST /judge/submit", + "analysis": "/study/analysis", + "budget": "/study/budget", + "report": "/study/report", + "report_export": "GET /study/report/export?format=docx", + }, + } + + +@app.get("/rubric") +def get_rubric(): + return load_rubric() + + +@app.get("/cases") +def get_cases(): + return load_cases() + + +@app.post("/study/edits") +def run_edits(case_ids: Optional[str] = Query(None, description="comma-separated case ids; empty = all")): + ids = [c.strip() for c in case_ids.split(",")] if case_ids else None + runner = EditRunner() + summary = runner.run_all(ids) + return {"budget": runner.client.budget.report(), "summary": summary} + + +@app.post("/study/judge/auto") +def run_auto_judge(case_ids: Optional[str] = Query(None)): + ids = [c.strip() for c in case_ids.split(",")] if case_ids else None + judge = AutoJudge() + summary = judge.judge_all(ids) + return {"budget": judge.client.budget.report(), "summary": summary} + + +def _case_html(case_id: str) -> Optional[tuple[str, str]]: + """(source_html, edited_html) for a case, or None if the edit pipeline + has not produced an edited document yet.""" + before = config.EDITS_DIR / case_id / "before.html" + after = config.EDITS_DIR / case_id / "after.html" + if not after.exists(): + return None + source = before.read_text(encoding="utf-8") if before.exists() else "

(source not available)

" + return source, after.read_text(encoding="utf-8") + + +@app.get("/judge", response_class=HTMLResponse) +def judge_ui(): + rubric = load_rubric() + cases = load_cases() + saved = load_score_sheets("human") + saved_times = {} + for cid in cases: + p = config.HUMAN_DIR / f"{cid['case_id']}.json" + if p.exists(): + saved_times[cid["case_id"]] = p.stat().st_mtime + auto_done = len(load_score_sheets("auto")) + human_done = len(saved) + cards = [] + for case in cases: + cid = case["case_id"] + pair = _case_html(cid) + if not pair: + cards.append( + f"

{cid} — edit not run yet (POST /study/edits first)

" + ) + continue + before_p, after_p = pair + prev = saved.get(cid, {}) + prev_scores = prev.get("scores", {}) + prev_evidence = prev.get("evidence", {}) + dims = "".join( + f""" +
+ +
+ {''.join(f"" + for s in range(1, 5))} +
+ +
""" + for d in rubric["dimensions"] + ) + saved_badge = "" + if cid in saved_times: + ts = time.strftime("%Y-%m-%d %H:%M UTC", time.gmtime(saved_times[cid])) + saved_badge = f"saved {ts}" + cards.append( + f""" +
+

{cid} {case['difficulty']} {saved_badge}

+

Instruction: {html_escape(case['instruction'])}

+
Source document
{before_p}
+
Edited document
{after_p}
+
{dims} + +
+
""" + ) + html = f""" + Human judge - Edit Quality Rubric + +

Human judge: score each edit on the rubric

+

Saved sheets: human {human_done}/{len(cases)} · automated {auto_done}/{len(cases)}. + Saved scores are restored when you reload. Re-saving overwrites.

+

Score 1=Fail, 2=Poor, 3=Good, 4=Excellent. Evidence is optional but makes disagreements reviewable. + Judge the edit quality, not the source document. You see the same material the automated judge saw.

+ {''.join(cards)} + """ + return html + + +def _html_escape(text: str) -> str: + return re.sub(r"[<>&]", lambda m: {"<": "<", ">": ">", "&": "&"}[m.group()], text) + + +# patch into module namespace for the f-string above +html_escape = _html_escape + + +@app.post("/judge/submit") +def submit_human_scores(payload: dict): + case_id = payload.get("case_id") + scores = payload.get("scores") or {} + evidence = payload.get("evidence") or {} + if case_id not in _case_meta(): + raise HTTPException(404, f"unknown case {case_id}") + if not isinstance(scores, dict) or not isinstance(evidence, dict): + raise HTTPException(422, "scores and evidence must be JSON objects") + try: + sheet = save_human_scores(case_id, scores, evidence) + except ValueError as exc: + raise HTTPException(422, str(exc)) from exc + return {"ok": True, "sheet": sheet} + + +@app.get("/study/scores") +def get_scores(): + return {"human": load_score_sheets("human"), "auto": load_score_sheets("auto")} + + +@app.get("/study/analysis") +def get_analysis(): + human, auto = load_score_sheets("human"), load_score_sheets("auto") + if not human or not auto: + raise HTTPException(409, "need both human and auto score sheets first") + return analyze(human, auto, _case_meta()) + + +@app.get("/study/budget") +def get_budget(): + return BudgetGuard().report() + + +@app.get("/study/report", response_class=PlainTextResponse) +def get_report(): + return build_report() + + +@app.get("/study/report/export") +def export_report(format: str = Query("docx", pattern="^(docx|pdf|html|markdown|txt)$")): + """Export the study report through SuperDocs' export endpoint.""" + try: + html_content = build_report_html() + client = SuperDocsClient() + data = client.export(html=html_content, fmt=format, filename="edit-quality-rubric-study-report") + except Exception as exc: # noqa: BLE001 + raise HTTPException(502, f"export failed: {exc}") from exc + media = { + "docx": "application/vnd.openxmlformats-officedocument.wordprocessingml.document", + "pdf": "application/pdf", + "html": "text/html", + "markdown": "text/markdown", + "txt": "text/plain", + }[format] + return Response(content=data, media_type=media, + headers={"Content-Disposition": f'attachment; filename="edit-quality-rubric-study-report.{format}"'}) \ No newline at end of file diff --git a/extensions/Nojhi3/edit-quality-rubric-study/app/pipeline.py b/extensions/Nojhi3/edit-quality-rubric-study/app/pipeline.py new file mode 100644 index 00000000..26df34a1 --- /dev/null +++ b/extensions/Nojhi3/edit-quality-rubric-study/app/pipeline.py @@ -0,0 +1,179 @@ +"""Edit pipeline: for each case, upload -> chat(async, ask_every_time) -> approve -> export. + +Artifacts per case are saved under data/edits// so judging is fully +reproducible from local files and the four-call contract is visible in the +operation ledger. +""" + +import json +import re +import time +from pathlib import Path + +from . import config +from .budget import BudgetGuard, BudgetExceeded +from .superdocs_client import SuperDocsClient, SuperDocsError + +CASE_ID_RE = re.compile(r"^[a-zA-Z0-9_-]+$") + + +def load_cases(limit: int = None) -> list[dict]: + cases = json.loads(config.INSTRUCTIONS_PATH.read_text(encoding="utf-8"))["cases"] + if limit: + cases = cases[:limit] + for case in cases: + if not CASE_ID_RE.match(case["case_id"]): + raise ValueError(f"bad case_id {case['case_id']!r} (must be safe for session ids)") + return cases + + +class EditRunner: + def __init__(self, client: SuperDocsClient = None, poll_timeout_s: int = 600): + self.client = client or SuperDocsClient() + self.poll_timeout_s = poll_timeout_s + + def run_case(self, case: dict) -> dict: + case_id = case["case_id"] + out_dir = config.EDITS_DIR / case_id + out_dir.mkdir(parents=True, exist_ok=True) + + doc_bytes = (config.CORPUS_DIR / case["doc_file"]).read_bytes() + session_id = f"eqr_{case_id}_{int(time.time())}" + + record = { + "case_id": case_id, + "doc_id": case["doc_id"], + "difficulty": case["difficulty"], + "instruction": case["instruction"], + "session_id": session_id, + "steps": {}, + "status": "running", + } + + # 1) upload + upload = self.client.upload_base64(case["doc_file"], doc_bytes, session_id, return_html=True) + record["steps"]["upload"] = {"ok": True} + (out_dir / "upload.json").write_text(json.dumps(upload, indent=2), encoding="utf-8") + source_html = upload.get("html") or upload.get("document_html") + if source_html: + (out_dir / "before.html").write_text(source_html, encoding="utf-8") + try: + before_md = self.client.export(session_id=session_id, fmt="markdown") + (out_dir / "before.md").write_bytes(before_md) + record["steps"]["export_before_md"] = {"ok": True, "bytes": len(before_md)} + except SuperDocsError: + pass + + # 2) chat (async, ask_every_time -> pauses for approval) + chat = self.client.chat_async( + session_id, case["instruction"], approval_mode="ask_every_time" + ) + job_id = chat.get("job_id") + record["steps"]["chat"] = {"job_id": job_id, "usage": chat.get("usage")} + (out_dir / "chat_start.json").write_text(json.dumps(chat, indent=2), encoding="utf-8") + + # 3) poll to awaiting_approval, then approve every proposed change. + # The AI may revise and pause again after an approval batch, so loop + # (bounded) until the job completes. + job = self.client.poll_job(job_id, timeout_s=self.poll_timeout_s) + record["steps"]["pre_approval_status"] = job.get("status") + pending = (job.get("metadata") or {}).get("pending_changes") or [] + record["pending_change_count"] = len(pending) + (out_dir / "pending_changes.json").write_text( + json.dumps(pending, indent=2), encoding="utf-8" + ) + + approve_rounds = 0 + while job.get("status") == "awaiting_approval" and pending and approve_rounds < 5: + decisions = [{"change_id": c["change_id"], "approved": True} for c in pending] + approve_resp = self.client.approve( + session_id, job_id, approved=True, changes=decisions + ) + approve_rounds += 1 + (out_dir / f"approve_{approve_rounds}.json").write_text( + json.dumps(approve_resp, indent=2), encoding="utf-8" + ) + job = self.client.poll_job(job_id, timeout_s=self.poll_timeout_s) + pending = (job.get("metadata") or {}).get("pending_changes") or [] + + record["steps"]["approve"] = { + "ok": job.get("status") == "completed", + "rounds": approve_rounds, + "final_status": job.get("status"), + } + if job.get("status") == "completed" and approve_rounds == 0: + record["steps"]["approve"]["note"] = "no pending changes; job completed directly" + + if job.get("status") != "completed": + record["status"] = "failed" + record["error"] = job.get("error") + record["final_job"] = job + (out_dir / "job_final.json").write_text(json.dumps(job, indent=2), encoding="utf-8") + return record + + # 4) poll to completion + job = self.client.poll_job(job_id, timeout_s=self.poll_timeout_s) + record["final_status"] = job.get("status") + (out_dir / "job_final.json").write_text(json.dumps(job, indent=2), encoding="utf-8") + if job.get("status") != "completed": + record["status"] = "failed" + record["error"] = job.get("error") + return record + + result = job.get("result") or {} + (out_dir / "chat_result.json").write_text(json.dumps(result, indent=2), encoding="utf-8") + self.client.budget.record( + {"usage": result.get("usage")}, + endpoint="/v1/chat/async (job result)", + tag=f"edit:{case_id}", + ) + updated_html = (result.get("document_changes") or {}).get("updated_html") + if updated_html: + (out_dir / "after.html").write_text(updated_html, encoding="utf-8") + record["steps"]["chat_result"] = { + "response": (result.get("response") or "")[:2000], + "has_updated_html": bool(updated_html), + } + + # 5) export the finished file (docx deliverable + markdown for judging) + try: + docx_bytes = self.client.export(session_id=session_id, fmt="docx") + (out_dir / "after.docx").write_bytes(docx_bytes) + record["steps"]["export_docx"] = {"ok": True, "bytes": len(docx_bytes)} + except SuperDocsError as exc: + record["steps"]["export_docx"] = {"ok": False, "error": str(exc)} + + try: + md_bytes = self.client.export(session_id=session_id, fmt="markdown") + (out_dir / "after.md").write_bytes(md_bytes) + record["steps"]["export_md"] = {"ok": True, "bytes": len(md_bytes)} + except SuperDocsError as exc: + record["steps"]["export_md"] = {"ok": False, "error": str(exc)} + + record["status"] = "completed" + (out_dir / "record.json").write_text(json.dumps(record, indent=2), encoding="utf-8") + return record + + def run_all(self, case_ids: list[str]) -> dict: + summary = {"results": [], "failed": []} + for case in load_cases(): + if case_ids and case["case_id"] not in case_ids: + continue + try: + rec = self.run_case(case) + except BudgetExceeded: + summary["failed"].append({"case_id": case["case_id"], "error": "budget cap exceeded"}) + break + except SuperDocsError as exc: + rec = { + "case_id": case["case_id"], + "status": "failed", + "error": f"{exc}", + } + (config.EDITS_DIR / case["case_id"] / "error.json").write_text( + json.dumps(rec, indent=2), encoding="utf-8" + ) + summary["results"].append(rec) + if rec["status"] != "completed": + summary["failed"].append(rec) + return summary \ No newline at end of file diff --git a/extensions/Nojhi3/edit-quality-rubric-study/app/report.py b/extensions/Nojhi3/edit-quality-rubric-study/app/report.py new file mode 100644 index 00000000..b542ef9b --- /dev/null +++ b/extensions/Nojhi3/edit-quality-rubric-study/app/report.py @@ -0,0 +1,283 @@ +"""Assemble the study report: markdown for the repo, HTML for the SuperDocs +export surface (the deliverable proves the export call with the report itself). +""" + +import html +import re +from datetime import datetime, timezone + +from . import config +from .analysis import analyze +from .budget import BudgetGuard +from .judges import load_score_sheets +from .pipeline import load_cases +from .rubric import load_rubric + + +def _esc(text): + return (text or "").replace("|", "\\|").replace("\n", " ") + + +def _case_meta(): + return {c["case_id"]: c for c in load_cases()} + + +def build_report(budget=None): + budget = budget or BudgetGuard() + rubric = load_rubric() + human, auto = load_score_sheets("human"), load_score_sheets("auto") + meta = _case_meta() + spend = budget.report() + lines = [] + a = lines.append + + a("# Edit-Quality Rubric and Human-vs-Automated Inter-Rater Agreement Study") + a("") + a(f"*Study run: {datetime.now(timezone.utc).isoformat()}*") + a("") + a("## 1. What this study is") + a("") + a("This extension scores the quality of SuperDocs document edits against a " + "6-dimension rubric, then measures agreement between a human judge and an " + "automated LLM judge. The automated judge is a general-purpose LLM " + "(Gemini by default), run blind (instruction + source + edited document, " + "never the human's scores). " + "The point is honest reporting: where the automated judge is unreliable, " + "the report says so.") + a("") + a("## 2. Method") + a("") + a("**The four-call contract.** Every edit used the SuperDocs minimum contract: " + "`upload` (POST /v1/documents/upload-base64) -> `chat` (POST /v1/chat/async, " + "approval_mode=ask_every_time) -> `approve` (POST /v1/chat/{session}/approve, " + "every proposed change approved atomically) -> `export` (POST /v1/documents/export). " + "Every billable call is in the operation ledger (`data/ledger.jsonl`).") + a("") + a("**Rubric.** Six dimensions, ordinal 1-4 with written anchors (see `data/rubric.json`):") + a("") + for d in rubric["dimensions"]: + a(f"- **{d['label']}** (`{d['id']}`) - {d['description']}") + a("") + a("**Cases.**") + a("") + a("| case_id | document | difficulty | instruction |") + a("| --- | --- | --- | --- |") + for c in load_cases(): + a(f"| {c['case_id']} | {c['doc_id']} | {c['difficulty']} | {_esc(c['instruction'])} |") + a("") + a("**Judges.**") + a("") + a("- **Human** - one human rater, judging from the same before/after material, scoring independently.") + a("- **Automated** - general-purpose LLM, same rubric, blind. " + "A pilot finding: SuperDocs' own chat model is an editing assistant and " + "does not reliably emit JSON scores (see README), so the judge defaults " + "to an external LLM and the token spend is recorded separately.") + a("") + a("## 3. Budget guard (stated before the run)") + a("") + a(f"The full-study cap was stated before any run: **{spend['cap_ops']} operations**. " + "Each edit bills 1 operation, so a full run expects ~1 edit operation per case " + "plus any re-runs (re-runs are visible in the ledger below). Automated judging " + "uses a separate external-LLM ledger (`data/ledger_gemini.jsonl`, token spend, " + "0 SuperDocs operations). Reads, uploads, approvals, and exports bill 0. " + "Every call is recorded in `data/ledger.jsonl`.") + a("") + a("## 4. Actual spend") + a("") + a(f"**Spent: {spend['spent_ops']} operations** (cap {spend['cap_ops']}). " + f"Billable calls: {spend['billable_calls']} of {spend['total_calls_recorded']} recorded.") + a("") + if spend["entries"]: + a("| time (UTC) | endpoint | tag | billable | ops | remaining |") + a("| --- | --- | --- | --- | --- | --- |") + for e in spend["entries"]: + a(f"| {e.get('iso', '')} | {e.get('endpoint', '')} | {_esc(e.get('tag', ''))} " + f"| {e.get('was_billable')} | {e.get('ops_charged')} | {e.get('monthly_remaining')} |") + a("") + a("## 5. Scores") + a("") + a("Human and automated scores per case and dimension (1=Fail ... 4=Excellent):") + a("") + a("| case | difficulty | dim | human | auto | diff |") + a("| --- | --- | --- | --- | --- | --- |") + for cid in meta: + h, a_s = (human.get(cid) or {}).get("scores"), (auto.get(cid) or {}).get("scores") + if not h: + a(f"| {cid} | {meta[cid]['difficulty']} | (pending) | - | - | |") + continue + a(f"| {cid} | {meta[cid]['difficulty']} | (total) | " + f"{sum(h.values())}/24 | {sum(a_s.values())}/24 | |") + for d in rubric["dimensions"]: + did = d["id"] + a(f"| {cid} | | {did} | {h[did]} | {a_s[did]} | {h[did] - a_s[did]:+d} |") + a("") + a("## 6. Inter-rater agreement (human vs automated)") + a("") + if not (human and auto and set(human) & set(auto)): + a("Agreement statistics are computed once both raters have scored the " + "same cases. Human sheets on disk: " + f"{len(human)}; auto sheets: {len(auto)}.") + a("") + else: + analysis = analyze(human, auto, meta) + o = analysis["overall"] + a(f"**Overall:** percent exact agreement {o['percent_agreement']:.1%} over " + f"{o['n_judgments']} judgments ({o['n_cases']} cases x {len(rubric['dimensions'])} dimensions); " + f"Cohen's kappa **{o['kappa']}** (95% CI {o['kappa_ci95']}); " + f"linear-weighted kappa **{o['kappa_linear_weighted']}**.") + a("") + a("Per dimension:") + a("") + a("| dimension | n | % exact | kappa | kappa 95% CI | band | weighted kappa |") + a("| --- | --- | --- | --- | --- | --- | --- |") + for d in rubric["dimensions"]: + dim = analysis["dimensions"][d["id"]] + a(f"| {dim['label']} | {dim['n']} | {dim['percent_agreement']:.1%} " + f"| {dim['kappa']} | {dim['kappa_ci95']} | {dim['kappa_band']} " + f"| {dim['kappa_linear_weighted']} |") + a("") + a("Score distribution per rater (count of 1-4 judgments):") + a("") + a("| score | human | auto |") + a("| --- | --- | --- |") + for v in ("1", "2", "3", "4"): + a(f"| {v} | {analysis['distributions']['human'].get(v, 0)} | " + f"{analysis['distributions']['auto'].get(v, 0)} |") + a("") + a("Confusion matrices per dimension (rows = human, columns = automated; " + "diagonal cells are exact agreements):") + a("") + for d in rubric["dimensions"]: + cm = analysis["dimensions"][d["id"]]["confusion"] + a(f"**{d['label']}** (`{d['id']}`)") + a("") + a("| human \\ auto | 1 | 2 | 3 | 4 |") + a("| --- | --- | --- | --- | --- |") + for h in (1, 2, 3, 4): + a(f"| {h} | {' | '.join(str(cm[h][c]) for c in (1, 2, 3, 4))} |") + a("") + a("") + a("## 7. Disagreement review (where the automated judge is unreliable)") + a("") + if not analysis["disagreements"]: + a("No disagreements of 2+ scale points were found in this sample.") + else: + a(f"{len(analysis['disagreements'])} judgments disagreed by 2+ scale points. " + "Each row cites both raters' evidence.") + a("") + for dis in analysis["disagreements"]: + a(f"### {dis['case_id']} / `{dis['dimension']}` - human {dis['human']} vs auto {dis['auto']} (diff {dis['diff']:+d})") + a(f"*Difficulty: {dis['difficulty']}*") + a(f"- Instruction: {_esc(dis['instruction'])}") + a(f"- Human evidence: {_esc(dis['human_evidence'])}") + a(f"- Auto evidence: {_esc(dis['auto_evidence'])}") + a("") + a("## 8. Honest limitations") + a("") + a("- **Small sample.** This is a small-sample study by design (budget guard first). " + "Kappa 95% CIs are wide and must not be read as precise estimates.") + a("- **Single human rater.** Agreement here is human-1 vs auto, not a gold standard; " + "human-human agreement would need a second rater.") + a("- **Sparse human evidence.** The human rater recorded written evidence for only " + "a few dimensions (plan-04); most disagreement rows therefore carry only the " + "automated judge's evidence. Score differences are still reviewable from the " + "before/after material in `data/edits/`.") + a("- **Ordinal scale ceiling.** Dimensions on which every case scores 3-4 (or 1-2) " + "compress kappa even when raters agree on ranking; weighted kappa partially compensates.") + a("- **Blindness limits.** The automated judge sees text; visual formatting " + "regressions in the final rendered file may not be visible to it - treated " + "honestly per dimension in the evidence.") + a("") + a("## 9. Reproduce") + a("") + a("```bash") + a("pip install -r requirements.txt") + a("python scripts/run_study.py --small # or --full; cap enforced in app/budget.py") + a("uvicorn app.main:app # judge UI at /judge, report at /report") + a("```") + a("") + a("Every artifact is on disk: `data/edits//` (upload, pending changes, approve, " + "job result, before/after HTML, exported docx) and `data/judgments/` (score sheets).") + return "\n".join(lines) + + +def _md_to_html(md: str) -> str: + """Minimal markdown -> HTML for the export surface: headings, tables, + bold, inline code, fenced code blocks, lists, paragraphs.""" + html_parts = [] + in_code = False + in_table = False + table_rows = [] + for raw in md.splitlines(): + line = raw.rstrip() + if line.startswith("```"): + if in_code: + html_parts.append("") + in_code = False + else: + html_parts.append("
")
+                in_code = True
+            continue
+        if in_code:
+            html_parts.append(html.escape(line))
+            continue
+        if line.startswith("|") and line.endswith("|"):
+            cells = [c.strip() for c in line.strip("|").split("|")]
+            if not in_table:
+                in_table = True
+                table_rows = []
+            if all(re.fullmatch(r":?-{3,}:?", c) for c in cells):
+                continue
+            table_rows.append(cells)
+            continue
+        if in_table:
+            html_parts.append(_table_html(table_rows))
+            table_rows = []
+            in_table = False
+        if not line:
+            continue
+        if line.startswith("# "):
+            html_parts.append(f"
{_inline(line[2:])}
")
+        elif line.startswith("## "):
+            html_parts.append(f"
{_inline(line[3:])}
")
+        elif line.startswith("### "):
+            html_parts.append(f"
{_inline(line[4:])}
")
+        elif line.startswith("#### "):
+            html_parts.append(f"
{_inline(line[5:])}
")
+        elif line.startswith("- "):
+            html_parts.append(f"
  • {_inline(line[2:])}
    • ")
+        else:
+            html_parts.append(f"
    {_inline(line)}
    ")
+    if in_table:
+        html_parts.append(_table_html(table_rows))
+    return "\n".join(html_parts)
+
+
+def _inline(text: str) -> str:
+    text = html.escape(text)
+    text = re.sub(r"\*\*(.+?)\*\*", r"\1", text)
+    return re.sub(r"`([^`]+)`", r"\1", text)
+
+
+def _table_html(rows: list[list[str]]) -> str:
+    if not rows:
+        return ""
+    out = [""]
+    for i, row in enumerate(rows):
+        tag = "th" if i == 0 else "td"
+        out.append("" + "".join(f"<{tag}>{_inline(c)}" for c in row) + "")
+    out.append("
    ")
+    return "\n".join(out)
+
+
+def build_report_html(budget=None):
+    """Markdown -> HTML for the SuperDocs export surface."""
+    md = build_report(budget)
+    body = _md_to_html(md)
+    return (""
+            "Edit-Quality Rubric Study Report"
+            ""
+            + body + "")
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/app/rubric.py b/extensions/Nojhi3/edit-quality-rubric-study/app/rubric.py
new file mode 100644
index 00000000..fcaa190f
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/app/rubric.py
@@ -0,0 +1,47 @@
+"""Rubric loading, validation, and score-sheet helpers."""
+
+import json
+from pathlib import Path
+from typing import Any
+
+from . import config
+
+DIMENSION_IDS = [
+    "faithfulness",
+    "fact_accuracy",
+    "content_preservation",
+    "structural_integrity",
+    "formatting_fidelity",
+    "language_quality",
+]
+
+
+def load_rubric(path: Path = None) -> dict:
+    path = path or config.RUBRIC_PATH
+    rubric = json.loads(path.read_text(encoding="utf-8"))
+    dims = [d["id"] for d in rubric["dimensions"]]
+    if dims != DIMENSION_IDS:
+        raise ValueError(f"unexpected dimension ids: {dims}")
+    return rubric
+
+
+def valid_score(value: Any) -> bool:
+    return type(value) is int and 1 <= value <= 4
+
+
+def build_score_sheet(case_id: str, rater: str, scores: dict, evidence: dict = None) -> dict:
+    rubric = load_rubric()
+    out = {
+        "case_id": case_id,
+        "rater": rater,
+        "scores": {},
+        "evidence": {},
+    }
+    for dim in rubric["dimensions"]:
+        did = dim["id"]
+        score = scores.get(did)
+        if not valid_score(score):
+            raise ValueError(f"invalid score for {did}: {score!r}")
+        out["scores"][did] = score
+        out["evidence"][did] = (evidence or {}).get(did, "")
+    return out
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/app/superdocs_client.py b/extensions/Nojhi3/edit-quality-rubric-study/app/superdocs_client.py
new file mode 100644
index 00000000..7bcb4ea7
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/app/superdocs_client.py
@@ -0,0 +1,182 @@
+"""Thin SuperDocs REST client: the four minimum-contract calls plus polling and usage.
+
+upload   -> POST /v1/documents/upload-base64
+chat     -> POST /v1/chat/async            (ask_every_time -> job pauses for approval)
+approve  -> POST /v1/chat/{session_id}/approve
+export   -> POST /v1/documents/export
+"""
+
+import base64
+import json
+import time
+from typing import Any, Optional
+
+import requests
+
+from . import config
+from .budget import BudgetGuard
+
+
+class SuperDocsError(RuntimeError):
+    def __init__(self, message: str, status_code: Optional[int] = None, body: Any = None):
+        super().__init__(message)
+        self.status_code = status_code
+        self.body = body
+
+
+class SuperDocsClient:
+    def __init__(self, api_key: Optional[str] = None, budget: Optional[BudgetGuard] = None):
+        self.api_key = api_key or config.require_key()
+        self.base = config.API_BASE
+        self.session = requests.Session()
+        self.session.headers.update({"Authorization": f"Bearer {self.api_key}"})
+        self.budget = budget or BudgetGuard()
+
+    def _request(self, method: str, path: str, json_body: Optional[dict] = None, timeout: int = 300) -> Any:
+        url = f"{self.base}{path}"
+        try:
+            resp = self.session.request(method, url, json=json_body, timeout=timeout)
+        except requests.exceptions.RequestException as exc:
+            raise SuperDocsError(f"request failed: {exc}") from exc
+        if resp.status_code >= 400:
+            raise SuperDocsError(
+                f"{method} {path} -> {resp.status_code}: {resp.text[:500]}",
+                status_code=resp.status_code,
+                body=resp.text,
+            )
+        if not resp.content:
+            return None
+        return resp.json()
+
+    def whoami(self) -> dict:
+        return self._request("GET", "/v1/agents/whoami")
+
+    def upload_base64(self, filename: str, file_bytes: bytes, session_id: str, return_html: bool = False) -> dict:
+        body = {
+            "filename": filename,
+            "file_base64": base64.b64encode(file_bytes).decode(),
+            "session_id": session_id,
+            "return_html": return_html,
+        }
+        return self._request("POST", "/v1/documents/upload-base64", body, timeout=300)
+
+    def chat_sync(self, session_id: str, message: str, approval_mode: str = "ask_every_time",
+                  model_tier: Optional[str] = None, thinking_depth: Optional[str] = None) -> dict:
+        """Synchronous chat turn. Used by the automated judge (analysis-only)."""
+        body = {
+            "message": message,
+            "session_id": session_id,
+            "approval_mode": approval_mode,
+            "model_tier": model_tier or config.MODEL_TIER,
+            "thinking_depth": thinking_depth or config.THINKING_DEPTH,
+        }
+        self.budget.guard(1)
+        resp = self._request("POST", "/v1/chat", body, timeout=300)
+        self.budget.record(resp, endpoint="/v1/chat", tag=f"chat_sync:{session_id}")
+        return resp
+
+    def chat_async(self, session_id: str, message: str, approval_mode: str = "ask_every_time",
+                   model_tier: Optional[str] = None, thinking_depth: Optional[str] = None) -> dict:
+        """Start an async edit. Returns {job_id, session_id, usage?...}. Bills ops."""
+        body = {
+            "message": message,
+            "session_id": session_id,
+            "approval_mode": approval_mode,
+            "model_tier": model_tier or config.MODEL_TIER,
+            "thinking_depth": thinking_depth or config.THINKING_DEPTH,
+        }
+        self.budget.guard(1)
+        resp = self._request("POST", "/v1/chat/async", body, timeout=300)
+        self.budget.record(resp)
+        return resp
+
+    def get_job(self, job_id: str) -> dict:
+        return self._request("GET", f"/v1/jobs/{job_id}", timeout=120)
+
+    def poll_job(self, job_id: str, timeout_s: int = 600, interval_s: float = 5.0) -> dict:
+        """Poll a job to completion or awaiting_approval. Long generations are normal."""
+        deadline = time.monotonic() + timeout_s
+        last = None
+        while time.monotonic() < deadline:
+            last = self.get_job(job_id)
+            if last.get("status") in ("completed", "failed", "cancelled", "awaiting_approval"):
+                return last
+            time.sleep(interval_s)
+        raise SuperDocsError(f"job {job_id} still {last and last.get('status')} after {timeout_s}s")
+
+    def approve(self, session_id: str, job_id: str, approved: bool = True,
+                changes: Optional[list] = None, feedback: Optional[str] = None) -> dict:
+        body = {"job_id": job_id, "approved": approved}
+        if feedback is not None:
+            body["feedback"] = feedback
+        if changes is not None:
+            body["changes"] = changes
+        return self._request("POST", f"/v1/chat/{session_id}/approve", body, timeout=120)
+
+    def export(self, session_id: Optional[str] = None, html: Optional[str] = None,
+               fmt: str = "docx", filename: Optional[str] = None) -> bytes:
+        """Export is not a billable operation."""
+        body: dict = {"format": fmt}
+        if session_id:
+            body["session_id"] = session_id
+        if html is not None:
+            body["html"] = html
+        if filename:
+            body["options"] = {"filename": filename}
+        resp = self.session.post(
+            f"{self.base}/v1/documents/export", json=body, headers=self.session.headers, timeout=300
+        )
+        if resp.status_code >= 400:
+            raise SuperDocsError(
+                f"export -> {resp.status_code}: {resp.text[:500]}", status_code=resp.status_code
+            )
+        return resp.content
+
+    def session_documents(self, session_id: str, include_html: bool = False) -> dict:
+        return self._request(
+            "GET", f"/v1/sessions/{session_id}/documents?include_html={'true' if include_html else 'false'}",
+            timeout=120,
+        )
+
+    def account_status(self) -> dict:
+        return self._request("GET", "/v1/agents/whoami", timeout=60)
+
+
+def parse_usage(resp: dict) -> dict:
+    """Usage may appear top-level or nested; returns a normalized dict."""
+    usage = resp.get("usage") if isinstance(resp, dict) else None
+    if usage is None and isinstance(resp, dict):
+        for key in ("quota", "account"):
+            if isinstance(resp.get(key), dict):
+                usage = resp[key]
+                break
+    if not isinstance(usage, dict):
+        return {"was_billable": False, "ops_charged": 0}
+    return {
+        "was_billable": bool(usage.get("was_billable", False)),
+        "ops_charged": int(usage.get("ops_charged", 0) or 0),
+        "monthly_remaining": usage.get("monthly_remaining"),
+        "monthly_used": usage.get("monthly_used"),
+    }
+
+
+def extract_json_from_text(text: str) -> Optional[dict]:
+    """SuperDocs sometimes wraps structured payloads as a JSON-encoded string;
+    this does the second parse integrators keep missing."""
+    text = (text or "").strip()
+    try:
+        parsed = json.loads(text)
+        return parsed if isinstance(parsed, dict) else None
+    except (json.JSONDecodeError, TypeError):
+        pass
+    start = text.find("{")
+    end = text.rfind("}")
+    if start >= 0 and end > start:
+        candidate = text[start : end + 1]
+        try:
+            parsed = json.loads(candidate)
+            if isinstance(parsed, dict):
+                return parsed
+        except json.JSONDecodeError:
+            pass
+    return None
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/corpus/meeting_notes.txt b/extensions/Nojhi3/edit-quality-rubric-study/data/corpus/meeting_notes.txt
new file mode 100644
index 00000000..fb9851e7
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/corpus/meeting_notes.txt
@@ -0,0 +1,8 @@
+MEETING NOTES - SPRINT SYNC
+Date: 2026-08-05
+Attendees: Alice, Bob, Charlie
+
+Action Items & Decisions:
+- API Integration deadline moved to August 27 due to third-party vendor delays.
+- Database migration task has no owner specified currently.
+- Unmitigated database migration delay risk identified.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/corpus/project_plan.txt b/extensions/Nojhi3/edit-quality-rubric-study/data/corpus/project_plan.txt
new file mode 100644
index 00000000..d0a48ed7
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/corpus/project_plan.txt
@@ -0,0 +1,16 @@
+PROJECT ANALYSIS PLAN - BASELINE
+Project Name: Super-Docs Core Platform
+Date: 2026-08-01
+
+Section 1: Summary
+This document outlines the core timeline and initial task allocation for the platform launch.
+
+Section 2: Timeline
+- Backend Setup: August 10
+- API Integration: August 20
+- Frontend Delivery: September 05
+
+Section 3: Tasks & Owners
+- Backend Setup assigned to Alice
+- API Integration assigned to Bob
+- Database migration owner: unassigned
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/corpus/service_contract.md b/extensions/Nojhi3/edit-quality-rubric-study/data/corpus/service_contract.md
new file mode 100644
index 00000000..e9dd9fb5
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/corpus/service_contract.md
@@ -0,0 +1,51 @@
+# CloudSync Service Agreement
+
+**Agreement number:** CSA-2026-0147
+**Effective date:** January 15, 2026
+**Parties:** CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
+
+## Section 1: Definitions
+
+1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
+
+1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
+
+1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
+
+## Section 2: Term
+
+2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
+
+2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
+
+## Section 3: Fees and Payment
+
+3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
+
+| Plan | Monthly fee | Storage | Users included |
+| --- | --- | --- | --- |
+| Starter | $29 | 100 GB | 5 |
+| Business | $49 | 1 TB | 25 |
+| Enterprise | $99 | 10 TB | Unlimited |
+
+3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
+
+3.3 Late payments accrue interest at 1.5% per month.
+
+## Section 4: Termination
+
+4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
+
+4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
+
+## Section 5: Confidentiality
+
+5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
+
+5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
+
+## Section 6: Limitation of Liability
+
+6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
+
+6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/after.html b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/after.html
new file mode 100644
index 00000000..2b49a082
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/after.html
@@ -0,0 +1,54 @@
+
    CloudSync Service Agreement
    
+
    Agreement number: CSA-2026-0147
    
+Effective date: January 15, 2026
    
+Parties: CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
    
+
    Section 1: Definitions
    
+
    1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
    
+
    1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
    
+
    1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
    
+
    Section 2: Term
    
+
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
    
+
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
    
+
    Section 3: Fees and Payment
    
+
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$591 TB25
    Enterprise$9910 TBUnlimited
    
+
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    
+
    3.3 Late payments accrue interest at 1.5% per month.
    
+
    Section 4: Termination
    
+
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    
+
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    
+
    Section 5: Confidentiality
    
+
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    
+
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    
+
    Section 6: Limitation of Liability
    
+
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    
+
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/after.md b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/after.md
new file mode 100644
index 00000000..0dc432bb
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/after.md
@@ -0,0 +1,53 @@
+# CloudSync Service Agreement
+
+**Agreement number:** CSA-2026-0147
+
+**Effective date:** January 15, 2026
+
+**Parties:** CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
+
+## Section 1: Definitions
+
+1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
+
+1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
+
+1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
+
+## Section 2: Term
+
+2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
+
+2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
+
+## Section 3: Fees and Payment
+
+3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
+
+| Plan | Monthly fee | Storage | Users included |
+| --- | --- | --- | --- |
+| Starter | $29 | 100 GB | 5 |
+| Business | $59 | 1 TB | 25 |
+| Enterprise | $99 | 10 TB | Unlimited |
+
+3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
+
+3.3 Late payments accrue interest at 1.5% per month.
+
+## Section 4: Termination
+
+4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
+
+4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
+
+## Section 5: Confidentiality
+
+5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
+
+5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
+
+## Section 6: Limitation of Liability
+
+6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
+
+6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/approve.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/approve.json
new file mode 100644
index 00000000..f14aafab
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/approve.json
@@ -0,0 +1,5 @@
+{
+  "status": "ok",
+  "message": "Approval processed",
+  "batch_complete": true
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/before.html b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/before.html
new file mode 100644
index 00000000..166a658a
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/before.html
@@ -0,0 +1,54 @@
+
    CloudSync Service Agreement
    
+
    Agreement number: CSA-2026-0147
    
+Effective date: January 15, 2026
    
+Parties: CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
    
+
    Section 1: Definitions
    
+
    1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
    
+
    1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
    
+
    1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
    
+
    Section 2: Term
    
+
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
    
+
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
    
+
    Section 3: Fees and Payment
    
+
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    
+
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    
+
    3.3 Late payments accrue interest at 1.5% per month.
    
+
    Section 4: Termination
    
+
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    
+
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    
+
    Section 5: Confidentiality
    
+
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    
+
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    
+
    Section 6: Limitation of Liability
    
+
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    
+
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/before.md b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/before.md
new file mode 100644
index 00000000..6cdb5a7d
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/before.md
@@ -0,0 +1,53 @@
+# CloudSync Service Agreement
+
+**Agreement number:** CSA-2026-0147
+
+**Effective date:** January 15, 2026
+
+**Parties:** CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
+
+## Section 1: Definitions
+
+1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
+
+1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
+
+1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
+
+## Section 2: Term
+
+2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
+
+2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
+
+## Section 3: Fees and Payment
+
+3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
+
+| Plan | Monthly fee | Storage | Users included |
+| --- | --- | --- | --- |
+| Starter | $29 | 100 GB | 5 |
+| Business | $49 | 1 TB | 25 |
+| Enterprise | $99 | 10 TB | Unlimited |
+
+3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
+
+3.3 Late payments accrue interest at 1.5% per month.
+
+## Section 4: Termination
+
+4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
+
+4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
+
+## Section 5: Confidentiality
+
+5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
+
+5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
+
+## Section 6: Limitation of Liability
+
+6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
+
+6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/chat_result.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/chat_result.json
new file mode 100644
index 00000000..32a5b8fb
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/chat_result.json
@@ -0,0 +1,42 @@
+{
+  "response": "\u2705 I\u2019ve updated the pricing table \u2014 the Business plan monthly fee is now $59.",
+  "session_id": "eqr_contract-01_1786987310",
+  "document_changes": {
+    "updated_html": "
    CloudSync Service Agreement
    \n
    Agreement number: CSA-2026-0147
    \nEffective date: January 15, 2026
    \nParties: CloudSync Technologies Inc. (\"Provider\") and Meridian Logistics Ltd. (\"Client\")
    \n
    Section 1: Definitions
    \n
    1.1 \"Services\" means the cloud storage and file-sync platform described in the attached service description.
    \n
    1.2 \"Subscription\" means the recurring service plan selected by the Client under Section 3.
    \n
    1.3 \"Data\" means all information, files, and records uploaded by the Client to the Services.
    \n
    Section 2: Term
    \n
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the \"Initial Term\").
    \n
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    \n
    Section 3: Fees and Payment
    \n
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$591 TB25
    Enterprise$9910 TBUnlimited
    \n
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    \n
    3.3 Late payments accrue interest at 1.5% per month.
    \n
    Section 4: Termination
    \n
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    \n
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    \n
    Section 5: Confidentiality
    \n
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    \n
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    \n
    Section 6: Limitation of Liability
    \n
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    \n
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    ",
+    "version_id": "d0fd512d-5a8c-421f-ae6a-8298f99b55cc",
+    "changes_summary": "1 section edited, rest untouched",
+    "requires_approval": null,
+    "pending_changes": null,
+    "changes": [
+      {
+        "status": "approved",
+        "chunk_id": "0ae7cc33-f108-49db-90dc-9fea7e213be0",
+        "new_html": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
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    Starter$29100 GB5
    Business$591 TB25
    Enterprise$9910 TBUnlimited
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+        "old_html": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    ",
+        "change_id": "3b39fa2a-4e5d-4afd-891b-380205078627",
+        "operation": "edit",
+        "document_id": "doc_primary",
+        "ai_explanation": "\u2705 I\u2019ve updated the pricing table \u2014 the Business plan monthly fee is now $59.",
+        "new_plain_text": "Plan Monthly fee Storage Users included Starter $29 100 GB 5 Business $59 1 TB 25 Enterprise $99 10 TB Unlimited",
+        "edit_instruction": "Update only the Business plan monthly fee from $49 to $59. Preserve all other table content, values, formatting, and structure verbatim."
+      }
+    ],
+    "chunk_diffs": null,
+    "concurrent_merges": null,
+    "focused_document_id": "doc_primary"
+  },
+  "usage": {
+    "monthly_used": 12,
+    "monthly_limit": 500,
+    "monthly_remaining": 488,
+    "was_billable": true,
+    "ops_charged": 1,
+    "quota_exhausted": false,
+    "subscription_tier": "free",
+    "bucket_used": "tier",
+    "redemption_id": null,
+    "promotions": [],
+    "agent_handoff_hint": null
+  },
+  "attachment_id": null
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/chat_start.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/chat_start.json
new file mode 100644
index 00000000..7f416fb4
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/chat_start.json
@@ -0,0 +1,6 @@
+{
+  "job_id": "ad8461d2-b4a0-4c5b-b983-6864ecff9926",
+  "session_id": "eqr_contract-01_1786987310",
+  "status": "pending",
+  "message": "Chat request queued for processing"
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/job_final.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/job_final.json
new file mode 100644
index 00000000..cfd8b438
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/job_final.json
@@ -0,0 +1,109 @@
+{
+  "job_id": "ad8461d2-b4a0-4c5b-b983-6864ecff9926",
+  "organization_id": null,
+  "user_id": "a2ab81ae-c36f-4674-964e-f4f325bab2da",
+  "session_id": "eqr_contract-01_1786987310",
+  "job_type": "chat",
+  "status": "completed",
+  "created_at": "2026-08-17T17:21:52.106452",
+  "updated_at": "2026-08-17T17:22:09.702184",
+  "progress": 100,
+  "result": {
+    "response": "\u2705 I\u2019ve updated the pricing table \u2014 the Business plan monthly fee is now $59.",
+    "session_id": "eqr_contract-01_1786987310",
+    "document_changes": {
+      "updated_html": "
    CloudSync Service Agreement
    \n
    Agreement number: CSA-2026-0147
    \nEffective date: January 15, 2026
    \nParties: CloudSync Technologies Inc. (\"Provider\") and Meridian Logistics Ltd. (\"Client\")
    \n
    Section 1: Definitions
    \n
    1.1 \"Services\" means the cloud storage and file-sync platform described in the attached service description.
    \n
    1.2 \"Subscription\" means the recurring service plan selected by the Client under Section 3.
    \n
    1.3 \"Data\" means all information, files, and records uploaded by the Client to the Services.
    \n
    Section 2: Term
    \n
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the \"Initial Term\").
    \n
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
    \n
    Section 3: Fees and Payment
    \n
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$591 TB25
    Enterprise$9910 TBUnlimited
    \n
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    \n
    3.3 Late payments accrue interest at 1.5% per month.
    \n
    Section 4: Termination
    \n
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    \n
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    \n
    Section 5: Confidentiality
    \n
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    \n
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    \n
    Section 6: Limitation of Liability
    \n
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    \n
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    ",
+      "version_id": "d0fd512d-5a8c-421f-ae6a-8298f99b55cc",
+      "changes_summary": "1 section edited, rest untouched",
+      "requires_approval": null,
+      "pending_changes": null,
+      "changes": [
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+          "status": "approved",
+          "chunk_id": "0ae7cc33-f108-49db-90dc-9fea7e213be0",
+          "new_html": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
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    Business$591 TB25
    Enterprise$9910 TBUnlimited
    ",
+          "old_html": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    ",
+          "change_id": "3b39fa2a-4e5d-4afd-891b-380205078627",
+          "operation": "edit",
+          "document_id": "doc_primary",
+          "ai_explanation": "\u2705 I\u2019ve updated the pricing table \u2014 the Business plan monthly fee is now $59.",
+          "new_plain_text": "Plan Monthly fee Storage Users included Starter $29 100 GB 5 Business $59 1 TB 25 Enterprise $99 10 TB Unlimited",
+          "edit_instruction": "Update only the Business plan monthly fee from $49 to $59. Preserve all other table content, values, formatting, and structure verbatim."
+        }
+      ],
+      "chunk_diffs": null,
+      "concurrent_merges": null,
+      "focused_document_id": "doc_primary"
+    },
+    "usage": {
+      "monthly_used": 12,
+      "monthly_limit": 500,
+      "monthly_remaining": 488,
+      "was_billable": true,
+      "ops_charged": 1,
+      "quota_exhausted": false,
+      "subscription_tier": "free",
+      "bucket_used": "tier",
+      "redemption_id": null,
+      "promotions": [],
+      "agent_handoff_hint": null
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+    "attachment_id": null
+  },
+  "error": null,
+  "metadata": {
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+    "file_size": null,
+    "content_type": null,
+    "message": "Update the pricing table: increase the Business plan monthly fee from $49 to $59.",
+    "document_html_provided": false,
+    "pending_changes": null,
+    "intermediate_responses": [
+      {
+        "type": "user_facing",
+        "content": "\ud83d\udd0d I\u2019m searching the pricing table for the Business plan monthly fee so I can update it.",
+        "context": "supervisor_decision",
+        "sequence": 1,
+        "timestamp": "2026-08-17T17:21:55.364168+00:00"
+      },
+      {
+        "type": "user_facing",
+        "content": "I've prepared a change for your review.",
+        "context": "supervisor_decision_hitl",
+        "sequence": 2,
+        "timestamp": "2026-08-17T17:21:59.511481+00:00"
+      },
+      {
+        "type": "proposed_change_batch",
+        "content": "{\"type\": \"single_approval\", \"batch_id\": \"3b39fa2a-4e5d-4afd-891b-380205078627\", \"batch_total\": 1, \"changes\": [{\"change_id\": \"3b39fa2a-4e5d-4afd-891b-380205078627\", \"operation\": \"edit\", \"chunk_id\": \"0ae7cc33-f108-49db-90dc-9fea7e213be0\", \"old_html\": \"\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n
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    \", \"ai_explanation\": \"\\u2705 I\\u2019ve updated the pricing table \\u2014 the Business plan monthly fee is now $59.\", \"insert_after_chunk_id\": null, \"document_id\": \"doc_primary\"}]}",
+        "context": null,
+        "sequence": 3,
+        "timestamp": "2026-08-17T17:22:03.168211+00:00"
+      },
+      {
+        "type": "proposed_change_batch",
+        "content": "{\"type\": \"single_approval\", \"batch_id\": \"3b39fa2a-4e5d-4afd-891b-380205078627\", \"batch_total\": 1, \"changes\": [{\"change_id\": \"3b39fa2a-4e5d-4afd-891b-380205078627\", \"operation\": \"edit\", \"chunk_id\": \"0ae7cc33-f108-49db-90dc-9fea7e213be0\", \"old_html\": \"\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n\\n
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    Starter$29100 GB5
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    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
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    \", \"ai_explanation\": \"\\u2705 I\\u2019ve updated the pricing table \\u2014 the Business plan monthly fee is now $59.\", \"insert_after_chunk_id\": null, \"document_id\": \"doc_primary\"}]}",
+        "context": null,
+        "sequence": 4,
+        "timestamp": "2026-08-17T17:22:08.948346+00:00"
+      },
+      {
+        "type": "user_facing",
+        "content": "\u2705 Successfully updated all 1 sections.",
+        "context": null,
+        "sequence": 5,
+        "timestamp": "2026-08-17T17:22:09.190763+00:00"
+      }
+    ],
+    "user_id": null,
+    "model_tier": "pro",
+    "session_id": "eqr_contract-01_1786987310",
+    "response_mode": "full",
+    "thinking_depth": "balanced",
+    "request_message": "Update the pricing table: increase the Business plan monthly fee from $49 to $59.",
+    "cumulative_tokens": 160103,
+    "initial_doc_version": null,
+    "last_real_progress_ts": "2026-08-17T17:22:09.697910+00:00",
+    "user_turn_index_pre_inserted": 0
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/pending_changes.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/pending_changes.json
new file mode 100644
index 00000000..11911a5a
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/pending_changes.json
@@ -0,0 +1,11 @@
+[
+  {
+    "change_id": "3b39fa2a-4e5d-4afd-891b-380205078627",
+    "operation": "edit",
+    "chunk_id": "0ae7cc33-f108-49db-90dc-9fea7e213be0",
+    "document_id": "doc_primary",
+    "old_html": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    ",
+    "new_html": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$591 TB25
    Enterprise$9910 TBUnlimited
    ",
+    "ai_explanation": "\u2705 I\u2019ve updated the pricing table \u2014 the Business plan monthly fee is now $59."
+  }
+]
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/record.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/record.json
new file mode 100644
index 00000000..1797a3ad
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/record.json
@@ -0,0 +1,40 @@
+{
+  "case_id": "contract-01",
+  "doc_id": "service_contract",
+  "difficulty": "easy",
+  "instruction": "Update the pricing table: increase the Business plan monthly fee from $49 to $59.",
+  "session_id": "eqr_contract-01_1786987310",
+  "steps": {
+    "upload": {
+      "ok": true
+    },
+    "export_before_md": {
+      "ok": true,
+      "bytes": 2245
+    },
+    "chat": {
+      "job_id": "ad8461d2-b4a0-4c5b-b983-6864ecff9926",
+      "usage": null
+    },
+    "pre_approval_status": "awaiting_approval",
+    "approve": {
+      "ok": true,
+      "decisions": 1
+    },
+    "chat_result": {
+      "response": "\u2705 I\u2019ve updated the pricing table \u2014 the Business plan monthly fee is now $59.",
+      "has_updated_html": true
+    },
+    "export_docx": {
+      "ok": true,
+      "bytes": 37962
+    },
+    "export_md": {
+      "ok": true,
+      "bytes": 2245
+    }
+  },
+  "status": "completed",
+  "pending_change_count": 1,
+  "final_status": "completed"
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/upload.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/upload.json
new file mode 100644
index 00000000..6ceb7ed3
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-01/upload.json
@@ -0,0 +1,9 @@
+{
+  "html": "
    CloudSync Service Agreement
    \n
    Agreement number: CSA-2026-0147
    \nEffective date: January 15, 2026
    \nParties: CloudSync Technologies Inc. (\"Provider\") and Meridian Logistics Ltd. (\"Client\")
    \n
    Section 1: Definitions
    \n
    1.1 \"Services\" means the cloud storage and file-sync platform described in the attached service description.
    \n
    1.2 \"Subscription\" means the recurring service plan selected by the Client under Section 3.
    \n
    1.3 \"Data\" means all information, files, and records uploaded by the Client to the Services.
    \n
    Section 2: Term
    \n
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the \"Initial Term\").
    \n
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
    \n
    Section 3: Fees and Payment
    \n
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    \n
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    \n
    3.3 Late payments accrue interest at 1.5% per month.
    \n
    Section 4: Termination
    \n
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    \n
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    \n
    Section 5: Confidentiality
    \n
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    \n
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    \n
    Section 6: Limitation of Liability
    \n
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    \n
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    ",
+  "session_id": "eqr_contract-01_1786987310",
+  "filename": "service_contract.md",
+  "chunks_count": 23,
+  "version_id": "80afa05c-c66f-4af2-80c3-1cc8dbf79500",
+  "page_setup": null,
+  "persisted": true
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/after.html b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/after.html
new file mode 100644
index 00000000..9d369710
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/after.html
@@ -0,0 +1,55 @@
+
    CloudSync Service Agreement
    
+
    Agreement number: CSA-2026-0147
    
+Effective date: January 15, 2026
    
+Parties: CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
    
+
    Section 1: Definitions
    
+
    1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
    
+
    1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
    
+
    1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
    
+
    Section 2: Term
    
+
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
    
+
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
    
+
    Section 3: Fees and Payment
    
+
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    
+
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    
+
    3.3 Late payments accrue interest at 1.5% per month.
    
+
    Section 3.4: Data Processing
    3.4.1 As between the parties, the Client retains all right, title, and interest in the Data. The Provider may process the Data only to provide, maintain, and improve the Services and in accordance with applicable data protection laws, including the GDPR where applicable.
    3.4.2 The Provider shall not engage any sub-processor to process Data containing Personal Data without the Client's prior written approval, except where the sub-processor is reasonably necessary to deliver the Services and has been bound by written obligations no less protective than those set out in this Agreement.
    3.4.3 Upon termination or expiry of this Agreement, the Provider shall delete or irreversibly de-identify the Data containing Personal Data within a reasonable period after the Client's export window ends, unless retention is required by applicable law.
    
+
    Section 4: Termination
    
+
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    
+
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    
+
    Section 5: Confidentiality
    
+
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    
+
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    
+
    Section 6: Limitation of Liability
    
+
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    
+
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/after.md b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/after.md
new file mode 100644
index 00000000..64e17005
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/after.md
@@ -0,0 +1,61 @@
+# CloudSync Service Agreement
+
+**Agreement number:** CSA-2026-0147
+
+**Effective date:** January 15, 2026
+
+**Parties:** CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
+
+## Section 1: Definitions
+
+1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
+
+1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
+
+1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
+
+## Section 2: Term
+
+2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
+
+2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
+
+## Section 3: Fees and Payment
+
+3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
+
+| Plan | Monthly fee | Storage | Users included |
+| --- | --- | --- | --- |
+| Starter | $29 | 100 GB | 5 |
+| Business | $49 | 1 TB | 25 |
+| Enterprise | $99 | 10 TB | Unlimited |
+
+3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
+
+3.3 Late payments accrue interest at 1.5% per month.
+
+## Section 3.4: Data Processing
+
+3.4.1 As between the parties, the Client retains all right, title, and interest in the Data. The Provider may process the Data only to provide, maintain, and improve the Services and in accordance with applicable data protection laws, including the GDPR where applicable.
+
+3.4.2 The Provider shall not engage any sub-processor to process Data containing Personal Data without the Client's prior written approval, except where the sub-processor is reasonably necessary to deliver the Services and has been bound by written obligations no less protective than those set out in this Agreement.
+
+3.4.3 Upon termination or expiry of this Agreement, the Provider shall delete or irreversibly de-identify the Data containing Personal Data within a reasonable period after the Client's export window ends, unless retention is required by applicable law.
+
+## Section 4: Termination
+
+4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
+
+4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
+
+## Section 5: Confidentiality
+
+5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
+
+5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
+
+## Section 6: Limitation of Liability
+
+6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
+
+6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/approve.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/approve.json
new file mode 100644
index 00000000..f14aafab
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/approve.json
@@ -0,0 +1,5 @@
+{
+  "status": "ok",
+  "message": "Approval processed",
+  "batch_complete": true
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/approve_1.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/approve_1.json
new file mode 100644
index 00000000..f14aafab
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/approve_1.json
@@ -0,0 +1,5 @@
+{
+  "status": "ok",
+  "message": "Approval processed",
+  "batch_complete": true
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/before.html b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/before.html
new file mode 100644
index 00000000..9a9c5e0d
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/before.html
@@ -0,0 +1,54 @@
+
    CloudSync Service Agreement
    
+
    Agreement number: CSA-2026-0147
    
+Effective date: January 15, 2026
    
+Parties: CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
    
+
    Section 1: Definitions
    
+
    1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
    
+
    1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
    
+
    1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
    
+
    Section 2: Term
    
+
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
    
+
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
    
+
    Section 3: Fees and Payment
    
+
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    
+
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    
+
    3.3 Late payments accrue interest at 1.5% per month.
    
+
    Section 4: Termination
    
+
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    
+
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    
+
    Section 5: Confidentiality
    
+
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    
+
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    
+
    Section 6: Limitation of Liability
    
+
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    
+
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/before.md b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/before.md
new file mode 100644
index 00000000..6cdb5a7d
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/before.md
@@ -0,0 +1,53 @@
+# CloudSync Service Agreement
+
+**Agreement number:** CSA-2026-0147
+
+**Effective date:** January 15, 2026
+
+**Parties:** CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
+
+## Section 1: Definitions
+
+1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
+
+1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
+
+1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
+
+## Section 2: Term
+
+2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
+
+2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
+
+## Section 3: Fees and Payment
+
+3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
+
+| Plan | Monthly fee | Storage | Users included |
+| --- | --- | --- | --- |
+| Starter | $29 | 100 GB | 5 |
+| Business | $49 | 1 TB | 25 |
+| Enterprise | $99 | 10 TB | Unlimited |
+
+3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
+
+3.3 Late payments accrue interest at 1.5% per month.
+
+## Section 4: Termination
+
+4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
+
+4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
+
+## Section 5: Confidentiality
+
+5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
+
+5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
+
+## Section 6: Limitation of Liability
+
+6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
+
+6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/chat_result.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/chat_result.json
new file mode 100644
index 00000000..34fc064a
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/chat_result.json
@@ -0,0 +1,42 @@
+{
+  "response": "\u2705 I added the Data Processing section after Section 3 with clauses covering data ownership, sub-processor approval, and deletion on termination.",
+  "session_id": "eqr_contract-02_1786987481",
+  "document_changes": {
+    "updated_html": "
    CloudSync Service Agreement
    \n
    Agreement number: CSA-2026-0147
    \nEffective date: January 15, 2026
    \nParties: CloudSync Technologies Inc. (\"Provider\") and Meridian Logistics Ltd. (\"Client\")
    \n
    Section 1: Definitions
    \n
    1.1 \"Services\" means the cloud storage and file-sync platform described in the attached service description.
    \n
    1.2 \"Subscription\" means the recurring service plan selected by the Client under Section 3.
    \n
    1.3 \"Data\" means all information, files, and records uploaded by the Client to the Services.
    \n
    Section 2: Term
    \n
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the \"Initial Term\").
    \n
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
    \n
    Section 3: Fees and Payment
    \n
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    \n
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    \n
    3.3 Late payments accrue interest at 1.5% per month.
    \n
    Section 3.4: Data Processing
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    3.4.2 The Provider shall not engage any sub-processor to process Data containing Personal Data without the Client's prior written approval, except where the sub-processor is reasonably necessary to deliver the Services and has been bound by written obligations no less protective than those set out in this Agreement.
    3.4.3 Upon termination or expiry of this Agreement, the Provider shall delete or irreversibly de-identify the Data containing Personal Data within a reasonable period after the Client's export window ends, unless retention is required by applicable law.
    \n
    Section 4: Termination
    \n
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    \n
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    \n
    Section 5: Confidentiality
    \n
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    \n
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    \n
    Section 6: Limitation of Liability
    \n
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    \n
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    ",
+    "version_id": "03487a6d-f25d-4425-889e-a12786ff6ebe",
+    "changes_summary": "1 added, rest untouched",
+    "requires_approval": null,
+    "pending_changes": null,
+    "changes": [
+      {
+        "status": "approved",
+        "chunk_id": "new",
+        "new_html": "
    Section 3.4: Data Processing
    3.4.1 As between the parties, the Client retains all right, title, and interest in the Data. The Provider may process the Data only to provide, maintain, and improve the Services and in accordance with applicable data protection laws, including the GDPR where applicable.
    3.4.2 The Provider shall not engage any sub-processor to process Data containing Personal Data without the Client's prior written approval, except where the sub-processor is reasonably necessary to deliver the Services and has been bound by written obligations no less protective than those set out in this Agreement.
    3.4.3 Upon termination or expiry of this Agreement, the Provider shall delete or irreversibly de-identify the Data containing Personal Data within a reasonable period after the Client's export window ends, unless retention is required by applicable law.
    ",
+        "old_html": null,
+        "change_id": "2af48bbb-6556-480d-8a48-8ed077d93fa6",
+        "operation": "create",
+        "document_id": "doc_primary",
+        "ai_explanation": "\u2705 I added the Data Processing section after Section 3 with clauses covering data ownership, sub-processor approval, and deletion on termination.",
+        "insert_after_chunk_id": "a8fc92d3-db44-4f79-abff-8dbd910052b3",
+        "insert_before_chunk_id": null
+      }
+    ],
+    "chunk_diffs": null,
+    "concurrent_merges": null,
+    "focused_document_id": "doc_primary"
+  },
+  "usage": {
+    "monthly_used": 14,
+    "monthly_limit": 500,
+    "monthly_remaining": 486,
+    "was_billable": true,
+    "ops_charged": 1,
+    "quota_exhausted": false,
+    "subscription_tier": "free",
+    "bucket_used": "tier",
+    "redemption_id": null,
+    "promotions": [],
+    "agent_handoff_hint": null
+  },
+  "attachment_id": null
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/chat_start.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/chat_start.json
new file mode 100644
index 00000000..64d50589
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/chat_start.json
@@ -0,0 +1,6 @@
+{
+  "job_id": "6da981f2-b911-463b-98cf-4cd188642f55",
+  "session_id": "eqr_contract-02_1786987481",
+  "status": "pending",
+  "message": "Chat request queued for processing"
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/job_final.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/job_final.json
new file mode 100644
index 00000000..1d702fe9
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/job_final.json
@@ -0,0 +1,116 @@
+{
+  "job_id": "6da981f2-b911-463b-98cf-4cd188642f55",
+  "organization_id": null,
+  "user_id": "a2ab81ae-c36f-4674-964e-f4f325bab2da",
+  "session_id": "eqr_contract-02_1786987481",
+  "job_type": "chat",
+  "status": "completed",
+  "created_at": "2026-08-17T17:24:44.213950",
+  "updated_at": "2026-08-17T17:25:13.876528",
+  "progress": 100,
+  "result": {
+    "response": "\u2705 I added the Data Processing section after Section 3 with clauses covering data ownership, sub-processor approval, and deletion on termination.",
+    "session_id": "eqr_contract-02_1786987481",
+    "document_changes": {
+      "updated_html": "
    CloudSync Service Agreement
    \n
    Agreement number: CSA-2026-0147
    \nEffective date: January 15, 2026
    \nParties: CloudSync Technologies Inc. (\"Provider\") and Meridian Logistics Ltd. (\"Client\")
    \n
    Section 1: Definitions
    \n
    1.1 \"Services\" means the cloud storage and file-sync platform described in the attached service description.
    \n
    1.2 \"Subscription\" means the recurring service plan selected by the Client under Section 3.
    \n
    1.3 \"Data\" means all information, files, and records uploaded by the Client to the Services.
    \n
    Section 2: Term
    \n
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the \"Initial Term\").
    \n
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
    \n
    Section 3: Fees and Payment
    \n
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    \n
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    \n
    3.3 Late payments accrue interest at 1.5% per month.
    \n
    Section 3.4: Data Processing
    3.4.1 As between the parties, the Client retains all right, title, and interest in the Data. The Provider may process the Data only to provide, maintain, and improve the Services and in accordance with applicable data protection laws, including the GDPR where applicable.
    3.4.2 The Provider shall not engage any sub-processor to process Data containing Personal Data without the Client's prior written approval, except where the sub-processor is reasonably necessary to deliver the Services and has been bound by written obligations no less protective than those set out in this Agreement.
    3.4.3 Upon termination or expiry of this Agreement, the Provider shall delete or irreversibly de-identify the Data containing Personal Data within a reasonable period after the Client's export window ends, unless retention is required by applicable law.
    \n
    Section 4: Termination
    \n
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    \n
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    \n
    Section 5: Confidentiality
    \n
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    \n
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    \n
    Section 6: Limitation of Liability
    \n
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    \n
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    ",
+      "version_id": "03487a6d-f25d-4425-889e-a12786ff6ebe",
+      "changes_summary": "1 added, rest untouched",
+      "requires_approval": null,
+      "pending_changes": null,
+      "changes": [
+        {
+          "status": "approved",
+          "chunk_id": "new",
+          "new_html": "
    Section 3.4: Data Processing
    3.4.1 As between the parties, the Client retains all right, title, and interest in the Data. The Provider may process the Data only to provide, maintain, and improve the Services and in accordance with applicable data protection laws, including the GDPR where applicable.
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    3.4.3 Upon termination or expiry of this Agreement, the Provider shall delete or irreversibly de-identify the Data containing Personal Data within a reasonable period after the Client's export window ends, unless retention is required by applicable law.
    ",
+          "old_html": null,
+          "change_id": "2af48bbb-6556-480d-8a48-8ed077d93fa6",
+          "operation": "create",
+          "document_id": "doc_primary",
+          "ai_explanation": "\u2705 I added the Data Processing section after Section 3 with clauses covering data ownership, sub-processor approval, and deletion on termination.",
+          "insert_after_chunk_id": "a8fc92d3-db44-4f79-abff-8dbd910052b3",
+          "insert_before_chunk_id": null
+        }
+      ],
+      "chunk_diffs": null,
+      "concurrent_merges": null,
+      "focused_document_id": "doc_primary"
+    },
+    "usage": {
+      "monthly_used": 14,
+      "monthly_limit": 500,
+      "monthly_remaining": 486,
+      "was_billable": true,
+      "ops_charged": 1,
+      "quota_exhausted": false,
+      "subscription_tier": "free",
+      "bucket_used": "tier",
+      "redemption_id": null,
+      "promotions": [],
+      "agent_handoff_hint": null
+    },
+    "attachment_id": null
+  },
+  "error": null,
+  "metadata": {
+    "filename": null,
+    "file_size": null,
+    "content_type": null,
+    "message": "Add a 'Data Processing' section after Section 3 with three clauses on GDPR compliance: data ownership, sub-processor approval, and deletion on termination.",
+    "document_html_provided": false,
+    "pending_changes": null,
+    "intermediate_responses": [
+      {
+        "type": "user_facing",
+        "content": "\ud83d\udd0d I\u2019m locating Section 3 so I can add the new Data Processing section in the right place.",
+        "context": "supervisor_decision",
+        "sequence": 1,
+        "timestamp": "2026-08-17T17:24:49.123969+00:00"
+      },
+      {
+        "type": "user_facing",
+        "content": "I\u2019m locating Section 3 so I can place the new section after it.",
+        "context": "supervisor_decision",
+        "sequence": 2,
+        "timestamp": "2026-08-17T17:24:55.158360+00:00"
+      },
+      {
+        "type": "user_facing",
+        "content": "I've prepared a change for your review.",
+        "context": "supervisor_decision_hitl",
+        "sequence": 3,
+        "timestamp": "2026-08-17T17:25:03.975315+00:00"
+      },
+      {
+        "type": "proposed_change_batch",
+        "content": "{\"type\": \"single_approval\", \"batch_id\": \"2af48bbb-6556-480d-8a48-8ed077d93fa6\", \"batch_total\": 1, \"changes\": [{\"change_id\": \"2af48bbb-6556-480d-8a48-8ed077d93fa6\", \"operation\": \"create\", \"chunk_id\": \"new\", \"old_html\": null, \"new_html\": \"
    Section 3.4: Data Processing
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+        "context": null,
+        "sequence": 4,
+        "timestamp": "2026-08-17T17:25:06.567649+00:00"
+      },
+      {
+        "type": "proposed_change_batch",
+        "content": "{\"type\": \"single_approval\", \"batch_id\": \"2af48bbb-6556-480d-8a48-8ed077d93fa6\", \"batch_total\": 1, \"changes\": [{\"change_id\": \"2af48bbb-6556-480d-8a48-8ed077d93fa6\", \"operation\": \"create\", \"chunk_id\": \"new\", \"old_html\": null, \"new_html\": \"
    Section 3.4: Data Processing
    3.4.1 As between the parties, the Client retains all right, title, and interest in the Data. The Provider may process the Data only to provide, maintain, and improve the Services and in accordance with applicable data protection laws, including the GDPR where applicable.
    3.4.2 The Provider shall not engage any sub-processor to process Data containing Personal Data without the Client's prior written approval, except where the sub-processor is reasonably necessary to deliver the Services and has been bound by written obligations no less protective than those set out in this Agreement.
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+        "context": null,
+        "sequence": 5,
+        "timestamp": "2026-08-17T17:25:12.109601+00:00"
+      },
+      {
+        "type": "user_facing",
+        "content": "\u2705 Successfully updated all 1 sections.",
+        "context": null,
+        "sequence": 6,
+        "timestamp": "2026-08-17T17:25:12.337317+00:00"
+      }
+    ],
+    "user_id": null,
+    "model_tier": "pro",
+    "session_id": "eqr_contract-02_1786987481",
+    "response_mode": "full",
+    "thinking_depth": "balanced",
+    "request_message": "Add a 'Data Processing' section after Section 3 with three clauses on GDPR compliance: data ownership, sub-processor approval, and deletion on termination.",
+    "cumulative_tokens": 242805,
+    "initial_doc_version": null,
+    "last_real_progress_ts": "2026-08-17T17:25:13.868898+00:00",
+    "user_turn_index_pre_inserted": 0
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/pending_changes.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/pending_changes.json
new file mode 100644
index 00000000..98a38cbc
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/pending_changes.json
@@ -0,0 +1,11 @@
+[
+  {
+    "change_id": "2af48bbb-6556-480d-8a48-8ed077d93fa6",
+    "operation": "create",
+    "chunk_id": "new",
+    "document_id": "doc_primary",
+    "old_html": null,
+    "new_html": "
    Section 3.4: Data Processing
    3.4.1 As between the parties, the Client retains all right, title, and interest in the Data. The Provider may process the Data only to provide, maintain, and improve the Services and in accordance with applicable data protection laws, including the GDPR where applicable.
    3.4.2 The Provider shall not engage any sub-processor to process Data containing Personal Data without the Client's prior written approval, except where the sub-processor is reasonably necessary to deliver the Services and has been bound by written obligations no less protective than those set out in this Agreement.
    3.4.3 Upon termination or expiry of this Agreement, the Provider shall delete or irreversibly de-identify the Data containing Personal Data within a reasonable period after the Client's export window ends, unless retention is required by applicable law.
    ",
+    "ai_explanation": "\u2705 I added the Data Processing section after Section 3 with clauses covering data ownership, sub-processor approval, and deletion on termination."
+  }
+]
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/record.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/record.json
new file mode 100644
index 00000000..8860efb6
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/record.json
@@ -0,0 +1,41 @@
+{
+  "case_id": "contract-02",
+  "doc_id": "service_contract",
+  "difficulty": "medium",
+  "instruction": "Add a 'Data Processing' section after Section 3 with three clauses on GDPR compliance: data ownership, sub-processor approval, and deletion on termination.",
+  "session_id": "eqr_contract-02_1786987481",
+  "steps": {
+    "upload": {
+      "ok": true
+    },
+    "export_before_md": {
+      "ok": true,
+      "bytes": 2245
+    },
+    "chat": {
+      "job_id": "6da981f2-b911-463b-98cf-4cd188642f55",
+      "usage": null
+    },
+    "pre_approval_status": "awaiting_approval",
+    "approve": {
+      "ok": true,
+      "rounds": 1,
+      "final_status": "completed"
+    },
+    "chat_result": {
+      "response": "\u2705 I added the Data Processing section after Section 3 with clauses covering data ownership, sub-processor approval, and deletion on termination.",
+      "has_updated_html": true
+    },
+    "export_docx": {
+      "ok": true,
+      "bytes": 38299
+    },
+    "export_md": {
+      "ok": true,
+      "bytes": 3125
+    }
+  },
+  "status": "completed",
+  "pending_change_count": 1,
+  "final_status": "completed"
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/upload.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/upload.json
new file mode 100644
index 00000000..07de8021
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-02/upload.json
@@ -0,0 +1,9 @@
+{
+  "html": "
    CloudSync Service Agreement
    \n
    Agreement number: CSA-2026-0147
    \nEffective date: January 15, 2026
    \nParties: CloudSync Technologies Inc. (\"Provider\") and Meridian Logistics Ltd. (\"Client\")
    \n
    Section 1: Definitions
    \n
    1.1 \"Services\" means the cloud storage and file-sync platform described in the attached service description.
    \n
    1.2 \"Subscription\" means the recurring service plan selected by the Client under Section 3.
    \n
    1.3 \"Data\" means all information, files, and records uploaded by the Client to the Services.
    \n
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    \n
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    \n
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    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
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    Business$491 TB25
    Enterprise$9910 TBUnlimited
    \n
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    \n
    3.3 Late payments accrue interest at 1.5% per month.
    \n
    Section 4: Termination
    \n
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
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    \n
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    \n
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    \n
    Section 6: Limitation of Liability
    \n
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    \n
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    ",
+  "session_id": "eqr_contract-02_1786987481",
+  "filename": "service_contract.md",
+  "chunks_count": 23,
+  "version_id": "7038ab39-2191-442c-95fa-cfcf2df14b20",
+  "page_setup": null,
+  "persisted": true
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/after.html b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/after.html
new file mode 100644
index 00000000..9d2dd6e2
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/after.html
@@ -0,0 +1,54 @@
+
    CloudSync Service Agreement
    
+
    Agreement number: CSA-2026-0147
    
+Effective date: January 15, 2026
    
+Parties: CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
    
+
    Section 1: Definitions
    
+
    1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
    
+
    1.2 "Subscription" means the recurring service plan selected by the Client under Section 4.
    
+
    1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
    
+
    Section 2: Term
    
+
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
    
+
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
    
+
    Section 3: Termination
    
+
    3.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    
+
    3.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    
+
    Section 4: Fees and Payment
    
+
    4.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    
+
    4.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    
+
    4.3 Late payments accrue interest at 1.5% per month.
    
+
    Section 5: Confidentiality
    
+
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    
+
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    
+
    Section 6: Limitation of Liability
    
+
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    
+
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/after.md b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/after.md
new file mode 100644
index 00000000..05270d61
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/after.md
@@ -0,0 +1,53 @@
+# CloudSync Service Agreement
+
+**Agreement number:** CSA-2026-0147
+
+**Effective date:** January 15, 2026
+
+**Parties:** CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
+
+## Section 1: Definitions
+
+1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
+
+1.2 "Subscription" means the recurring service plan selected by the Client under Section 4.
+
+1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
+
+## Section 2: Term
+
+2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
+
+2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
+
+## Section 3: Termination
+
+3.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
+
+3.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
+
+## Section 4: Fees and Payment
+
+4.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
+
+| Plan | Monthly fee | Storage | Users included |
+| --- | --- | --- | --- |
+| Starter | $29 | 100 GB | 5 |
+| Business | $49 | 1 TB | 25 |
+| Enterprise | $99 | 10 TB | Unlimited |
+
+4.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
+
+4.3 Late payments accrue interest at 1.5% per month.
+
+## Section 5: Confidentiality
+
+5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
+
+5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
+
+## Section 6: Limitation of Liability
+
+6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
+
+6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/approve.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/approve.json
new file mode 100644
index 00000000..f14aafab
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/approve.json
@@ -0,0 +1,5 @@
+{
+  "status": "ok",
+  "message": "Approval processed",
+  "batch_complete": true
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/before.html b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/before.html
new file mode 100644
index 00000000..5f5bc4ba
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/before.html
@@ -0,0 +1,54 @@
+
    CloudSync Service Agreement
    
+
    Agreement number: CSA-2026-0147
    
+Effective date: January 15, 2026
    
+Parties: CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
    
+
    Section 1: Definitions
    
+
    1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
    
+
    1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
    
+
    1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
    
+
    Section 2: Term
    
+
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
    
+
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
    
+
    Section 3: Fees and Payment
    
+
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    
+
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    
+
    3.3 Late payments accrue interest at 1.5% per month.
    
+
    Section 4: Termination
    
+
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    
+
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    
+
    Section 5: Confidentiality
    
+
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    
+
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    
+
    Section 6: Limitation of Liability
    
+
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    
+
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/before.md b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/before.md
new file mode 100644
index 00000000..6cdb5a7d
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/before.md
@@ -0,0 +1,53 @@
+# CloudSync Service Agreement
+
+**Agreement number:** CSA-2026-0147
+
+**Effective date:** January 15, 2026
+
+**Parties:** CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
+
+## Section 1: Definitions
+
+1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
+
+1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
+
+1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
+
+## Section 2: Term
+
+2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
+
+2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
+
+## Section 3: Fees and Payment
+
+3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
+
+| Plan | Monthly fee | Storage | Users included |
+| --- | --- | --- | --- |
+| Starter | $29 | 100 GB | 5 |
+| Business | $49 | 1 TB | 25 |
+| Enterprise | $99 | 10 TB | Unlimited |
+
+3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
+
+3.3 Late payments accrue interest at 1.5% per month.
+
+## Section 4: Termination
+
+4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
+
+4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
+
+## Section 5: Confidentiality
+
+5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
+
+5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
+
+## Section 6: Limitation of Liability
+
+6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
+
+6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/chat_result.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/chat_result.json
new file mode 100644
index 00000000..4eab7bd0
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/chat_result.json
@@ -0,0 +1,154 @@
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    CloudSync Service Agreement
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    \nEffective date: January 15, 2026
    \nParties: CloudSync Technologies Inc. (\"Provider\") and Meridian Logistics Ltd. (\"Client\")
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@@ -0,0 +1,6 @@
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+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/job_final.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/job_final.json
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    \nEffective date: January 15, 2026
    \nParties: CloudSync Technologies Inc. (\"Provider\") and Meridian Logistics Ltd. (\"Client\")
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    1.3 \"Data\" means all information, files, and records uploaded by the Client to the Services.
    \n
    Section 2: Term
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    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the \"Initial Term\").
    \n
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    Section 3: Termination
    \n
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    \n
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    \n
    Section 4: Fees and Payment
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    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    \n
    4.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    \n
    4.3 Late payments accrue interest at 1.5% per month.
    \n
    Section 5: Confidentiality
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    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    \n
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    Section 6: Limitation of Liability
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    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
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+        "context": null,
+        "sequence": 5,
+        "timestamp": "2026-08-17T17:23:52.659973+00:00"
+      },
+      {
+        "type": "user_facing",
+        "content": "\u2705 11 of 11 sections were updated. 8 had material text changes; the other 3 had formatting changes only.",
+        "context": null,
+        "sequence": 6,
+        "timestamp": "2026-08-17T17:23:53.258491+00:00"
+      }
+    ],
+    "user_id": null,
+    "model_tier": "pro",
+    "session_id": "eqr_contract-03_1786987403",
+    "response_mode": "full",
+    "thinking_depth": "balanced",
+    "request_message": "Move Section 4 (Termination) so it comes before Section 3 (Fees and Payment) and renumber all sections and all cross-references.",
+    "cumulative_tokens": 178623,
+    "initial_doc_version": null,
+    "last_real_progress_ts": "2026-08-17T17:23:53.902501+00:00",
+    "user_turn_index_pre_inserted": 0
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/pending_changes.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/pending_changes.json
new file mode 100644
index 00000000..1bed4446
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/pending_changes.json
@@ -0,0 +1,101 @@
+[
+  {
+    "change_id": "8b5a6c11-8e11-491f-8d4e-ad6fc4598be8",
+    "operation": "move",
+    "chunk_id": "66e29d52-6a1e-4932-8a5b-c55e2c4f282d",
+    "document_id": "doc_primary",
+    "old_html": "
    Section 4: Termination
    ",
+    "new_html": null,
+    "ai_explanation": "\u2705 I moved Section 4 (Termination) before Section 3 and renumbered the affected sections and cross-reference accordingly."
+  },
+  {
+    "change_id": "f2e9eda5-aecb-41d9-8540-78871154d95b",
+    "operation": "move",
+    "chunk_id": "879d03db-1728-4325-8c0f-64407cd4779f",
+    "document_id": "doc_primary",
+    "old_html": "
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    ",
+    "new_html": null,
+    "ai_explanation": "\u2705 I moved Section 4 (Termination) before Section 3 and renumbered the affected sections and cross-reference accordingly."
+  },
+  {
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+    "operation": "move",
+    "chunk_id": "aefa1363-7fd4-4a99-b0a7-3cc834fff103",
+    "document_id": "doc_primary",
+    "old_html": "
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    ",
+    "new_html": null,
+    "ai_explanation": "\u2705 I moved Section 4 (Termination) before Section 3 and renumbered the affected sections and cross-reference accordingly."
+  },
+  {
+    "change_id": "dba0901f-a903-492d-a2be-03d950ad3c47",
+    "operation": "edit",
+    "chunk_id": "43e636a7-849f-4cbc-9287-98c8995535af",
+    "document_id": "doc_primary",
+    "old_html": "
    1.2 \"Subscription\" means the recurring service plan selected by the Client under Section 3.
    ",
+    "new_html": "
    1.2 \"Subscription\" means the recurring service plan selected by the Client under Section 4.
    ",
+    "ai_explanation": "Parallel edit: Preserve all wording and formatting except the specific numbering/reference\u2026"
+  },
+  {
+    "change_id": "1ae81cfe-f7ec-4b5e-af0d-bfb7da5e8978",
+    "operation": "edit",
+    "chunk_id": "9973756d-184b-4e07-b68a-ea66ae96e664",
+    "document_id": "doc_primary",
+    "old_html": "
    Section 3: Fees and Payment
    ",
+    "new_html": "
    Section 4: Fees and Payment
    ",
+    "ai_explanation": "Parallel edit: Preserve all wording and formatting except the specific numbering/reference\u2026"
+  },
+  {
+    "change_id": "7ef6d77f-c9e5-442e-a71a-6222169c16ea",
+    "operation": "edit",
+    "chunk_id": "6e4b32ff-d7f2-41ab-bd43-8c540556d50b",
+    "document_id": "doc_primary",
+    "old_html": "
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    ",
+    "new_html": "
    4.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    ",
+    "ai_explanation": "Parallel edit: Preserve all wording and formatting except the specific numbering/reference\u2026"
+  },
+  {
+    "change_id": "4e512d25-1a21-4d7e-98fc-c935c651b14c",
+    "operation": "edit",
+    "chunk_id": "a8a5e578-b270-4d15-b1f8-7812c6231c40",
+    "document_id": "doc_primary",
+    "old_html": "
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    ",
+    "new_html": "
    4.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    ",
+    "ai_explanation": "Parallel edit: Preserve all wording and formatting except the specific numbering/reference\u2026"
+  },
+  {
+    "change_id": "0063e816-9851-4999-aa58-e3daf386245c",
+    "operation": "edit",
+    "chunk_id": "12fc5755-3d1c-46dc-8bc1-02310f9ead11",
+    "document_id": "doc_primary",
+    "old_html": "
    3.3 Late payments accrue interest at 1.5% per month.
    ",
+    "new_html": "
    4.3 Late payments accrue interest at 1.5% per month.
    ",
+    "ai_explanation": "Parallel edit: Preserve all wording and formatting except the specific numbering/reference\u2026"
+  },
+  {
+    "change_id": "42f25e5c-c9f9-411c-8ba6-65f45b5231cc",
+    "operation": "edit",
+    "chunk_id": "66e29d52-6a1e-4932-8a5b-c55e2c4f282d",
+    "document_id": "doc_primary",
+    "old_html": "
    Section 4: Termination
    ",
+    "new_html": "
    Section 3: Termination
    ",
+    "ai_explanation": "Parallel edit: Preserve all wording and formatting except the specific numbering/reference\u2026"
+  },
+  {
+    "change_id": "9fbec989-cdb8-4a15-8697-75e01b72b86c",
+    "operation": "edit",
+    "chunk_id": "879d03db-1728-4325-8c0f-64407cd4779f",
+    "document_id": "doc_primary",
+    "old_html": "
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    ",
+    "new_html": "
    3.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    ",
+    "ai_explanation": "Parallel edit: Preserve all wording and formatting except the specific numbering/reference\u2026"
+  },
+  {
+    "change_id": "44dc4f9a-09c5-4b2f-834a-3c3449a6f029",
+    "operation": "edit",
+    "chunk_id": "aefa1363-7fd4-4a99-b0a7-3cc834fff103",
+    "document_id": "doc_primary",
+    "old_html": "
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    ",
+    "new_html": "
    3.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    ",
+    "ai_explanation": "Parallel edit: Preserve all wording and formatting except the specific numbering/reference\u2026"
+  }
+]
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/record.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/record.json
new file mode 100644
index 00000000..f6af7758
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/record.json
@@ -0,0 +1,40 @@
+{
+  "case_id": "contract-03",
+  "doc_id": "service_contract",
+  "difficulty": "hard",
+  "instruction": "Move Section 4 (Termination) so it comes before Section 3 (Fees and Payment) and renumber all sections and all cross-references.",
+  "session_id": "eqr_contract-03_1786987403",
+  "steps": {
+    "upload": {
+      "ok": true
+    },
+    "export_before_md": {
+      "ok": true,
+      "bytes": 2245
+    },
+    "chat": {
+      "job_id": "af704e8a-2cea-43f6-9c88-13375a105f0b",
+      "usage": null
+    },
+    "pre_approval_status": "awaiting_approval",
+    "approve": {
+      "ok": true,
+      "decisions": 11
+    },
+    "chat_result": {
+      "response": "\u2705 11 of 11 sections were updated. 8 had material text changes; the other 3 had formatting changes only.",
+      "has_updated_html": true
+    },
+    "export_docx": {
+      "ok": true,
+      "bytes": 37959
+    },
+    "export_md": {
+      "ok": true,
+      "bytes": 2245
+    }
+  },
+  "status": "completed",
+  "pending_change_count": 11,
+  "final_status": "completed"
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/upload.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/upload.json
new file mode 100644
index 00000000..bc759b8e
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-03/upload.json
@@ -0,0 +1,9 @@
+{
+  "html": "
    CloudSync Service Agreement
    \n
    Agreement number: CSA-2026-0147
    \nEffective date: January 15, 2026
    \nParties: CloudSync Technologies Inc. (\"Provider\") and Meridian Logistics Ltd. (\"Client\")
    \n
    Section 1: Definitions
    \n
    1.1 \"Services\" means the cloud storage and file-sync platform described in the attached service description.
    \n
    1.2 \"Subscription\" means the recurring service plan selected by the Client under Section 3.
    \n
    1.3 \"Data\" means all information, files, and records uploaded by the Client to the Services.
    \n
    Section 2: Term
    \n
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the \"Initial Term\").
    \n
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
    \n
    Section 3: Fees and Payment
    \n
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    \n
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    \n
    3.3 Late payments accrue interest at 1.5% per month.
    \n
    Section 4: Termination
    \n
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    \n
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    \n
    Section 5: Confidentiality
    \n
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    \n
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    \n
    Section 6: Limitation of Liability
    \n
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    \n
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    ",
+  "session_id": "eqr_contract-03_1786987403",
+  "filename": "service_contract.md",
+  "chunks_count": 23,
+  "version_id": "03ea623c-1946-4d61-979d-a6f4dcb3b5e4",
+  "page_setup": null,
+  "persisted": true
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/after.html b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/after.html
new file mode 100644
index 00000000..d39a8470
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/after.html
@@ -0,0 +1,54 @@
+
    CloudSync Service Agreement
    
+
    Agreement number: CSA-2026-0147
    
+Effective date: January 15, 2026
    
+Parties: CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
    
+
    Section 1: Definitions
    
+
    1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
    
+
    1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
    
+
    1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
    
+
    Section 2: Term
    
+
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term"), which shall automatically renew for successive one-year periods unless the Client provides written notice of non-renewal at least thirty (30) days prior to the end of the then-current term.
    
+
    2.2 The Agreement automatically renews for successive twelve-month terms unless the Client provides written notice of non-renewal at least sixty (60) days before the end of the then-current term. At least ninety (90) days prior to any renewal date, the Provider shall send the Client a reminder notice of the upcoming renewal; if the Provider fails to provide such notice, the Client may terminate the agreement at any time within thirty (30) days following the renewal date.
    
+
    Section 3: Fees and Payment
    
+
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below. The Provider shall issue invoices at least thirty (30) days prior to the due date, and payment shall be due no earlier than thirty (30) days following the Client's receipt of a valid invoice.
    
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    
+
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    
+
    3.3 Late payments accrue interest at 1.0% per month, provided that no interest shall accrue until five days after the payment due date.
    
+
    Section 4: Termination
    
+
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for ten (10) days after written notice. Additionally, the Client may terminate this Agreement for convenience at any time upon thirty (30) days' prior written notice.
    
+
    4.2 Upon termination, the Client may export its Data within ninety (90) days. After that period, the Provider may delete all Data only upon providing reasonable prior notice to the Client, ensuring the Client has sufficient access to its Data for a fair transition period.
    
+
    Section 5: Confidentiality
    
+
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    
+
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    
+
    Section 6: Limitation of Liability
    
+
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim; provided, however, that this cap shall not apply to any liability arising from a party's gross negligence, willful misconduct, or breach of confidentiality obligations.
    
+
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/after.md b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/after.md
new file mode 100644
index 00000000..7e8dab63
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/after.md
@@ -0,0 +1,53 @@
+# CloudSync Service Agreement
+
+**Agreement number:** CSA-2026-0147
+
+**Effective date:** January 15, 2026
+
+**Parties:** CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
+
+## Section 1: Definitions
+
+1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
+
+1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
+
+1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
+
+## Section 2: Term
+
+2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term"), which shall automatically renew for successive one-year periods unless the Client provides written notice of non-renewal at least thirty (30) days prior to the end of the then-current term.
+
+2.2 The Agreement automatically renews for successive twelve-month terms unless the Client provides written notice of non-renewal at least sixty (60) days before the end of the then-current term. At least ninety (90) days prior to any renewal date, the Provider shall send the Client a reminder notice of the upcoming renewal; if the Provider fails to provide such notice, the Client may terminate the agreement at any time within thirty (30) days following the renewal date.
+
+## Section 3: Fees and Payment
+
+3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below. The Provider shall issue invoices at least thirty (30) days prior to the due date, and payment shall be due no earlier than thirty (30) days following the Client's receipt of a valid invoice.
+
+| Plan | Monthly fee | Storage | Users included |
+| --- | --- | --- | --- |
+| Starter | $29 | 100 GB | 5 |
+| Business | $49 | 1 TB | 25 |
+| Enterprise | $99 | 10 TB | Unlimited |
+
+3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
+
+3.3 Late payments accrue interest at 1.0% per month, provided that no interest shall accrue until five days after the payment due date.
+
+## Section 4: Termination
+
+4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for ten (10) days after written notice. Additionally, the Client may terminate this Agreement for convenience at any time upon thirty (30) days' prior written notice.
+
+4.2 Upon termination, the Client may export its Data within ninety (90) days. After that period, the Provider may delete all Data only upon providing reasonable prior notice to the Client, ensuring the Client has sufficient access to its Data for a fair transition period.
+
+## Section 5: Confidentiality
+
+5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
+
+5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
+
+## Section 6: Limitation of Liability
+
+6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim; provided, however, that this cap shall not apply to any liability arising from a party's gross negligence, willful misconduct, or breach of confidentiality obligations.
+
+6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/approve_1.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/approve_1.json
new file mode 100644
index 00000000..f14aafab
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/approve_1.json
@@ -0,0 +1,5 @@
+{
+  "status": "ok",
+  "message": "Approval processed",
+  "batch_complete": true
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/before.html b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/before.html
new file mode 100644
index 00000000..f95097e1
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/before.html
@@ -0,0 +1,54 @@
+
    CloudSync Service Agreement
    
+
    Agreement number: CSA-2026-0147
    
+Effective date: January 15, 2026
    
+Parties: CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
    
+
    Section 1: Definitions
    
+
    1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
    
+
    1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
    
+
    1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
    
+
    Section 2: Term
    
+
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
    
+
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
    
+
    Section 3: Fees and Payment
    
+
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
    
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    
+
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    
+
    3.3 Late payments accrue interest at 1.5% per month.
    
+
    Section 4: Termination
    
+
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    
+
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    
+
    Section 5: Confidentiality
    
+
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    
+
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    
+
    Section 6: Limitation of Liability
    
+
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    
+
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/before.md b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/before.md
new file mode 100644
index 00000000..6cdb5a7d
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/before.md
@@ -0,0 +1,53 @@
+# CloudSync Service Agreement
+
+**Agreement number:** CSA-2026-0147
+
+**Effective date:** January 15, 2026
+
+**Parties:** CloudSync Technologies Inc. ("Provider") and Meridian Logistics Ltd. ("Client")
+
+## Section 1: Definitions
+
+1.1 "Services" means the cloud storage and file-sync platform described in the attached service description.
+
+1.2 "Subscription" means the recurring service plan selected by the Client under Section 3.
+
+1.3 "Data" means all information, files, and records uploaded by the Client to the Services.
+
+## Section 2: Term
+
+2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the "Initial Term").
+
+2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
+
+## Section 3: Fees and Payment
+
+3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
+
+| Plan | Monthly fee | Storage | Users included |
+| --- | --- | --- | --- |
+| Starter | $29 | 100 GB | 5 |
+| Business | $49 | 1 TB | 25 |
+| Enterprise | $99 | 10 TB | Unlimited |
+
+3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
+
+3.3 Late payments accrue interest at 1.5% per month.
+
+## Section 4: Termination
+
+4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
+
+4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
+
+## Section 5: Confidentiality
+
+5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
+
+5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
+
+## Section 6: Limitation of Liability
+
+6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
+
+6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/chat_result.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/chat_result.json
new file mode 100644
index 00000000..75dff14f
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/chat_result.json
@@ -0,0 +1,107 @@
+{
+  "response": "\u2705 Successfully updated all 7 sections. Parallel edit: Make this section more tenant-friendly while preserving the existing wording\u2026",
+  "session_id": "eqr_contract-04_1786987783",
+  "document_changes": {
+    "updated_html": "
    CloudSync Service Agreement
    \n
    Agreement number: CSA-2026-0147
    \nEffective date: January 15, 2026
    \nParties: CloudSync Technologies Inc. (\"Provider\") and Meridian Logistics Ltd. (\"Client\")
    \n
    Section 1: Definitions
    \n
    1.1 \"Services\" means the cloud storage and file-sync platform described in the attached service description.
    \n
    1.2 \"Subscription\" means the recurring service plan selected by the Client under Section 3.
    \n
    1.3 \"Data\" means all information, files, and records uploaded by the Client to the Services.
    \n
    Section 2: Term
    \n
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the \"Initial Term\"), which shall automatically renew for successive one-year periods unless the Client provides written notice of non-renewal at least thirty (30) days prior to the end of the then-current term.
    \n
    2.2 The Agreement automatically renews for successive twelve-month terms unless the Client provides written notice of non-renewal at least sixty (60) days before the end of the then-current term. At least ninety (90) days prior to any renewal date, the Provider shall send the Client a reminder notice of the upcoming renewal; if the Provider fails to provide such notice, the Client may terminate the agreement at any time within thirty (30) days following the renewal date.
    \n
    Section 3: Fees and Payment
    \n
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below. The Provider shall issue invoices at least thirty (30) days prior to the due date, and payment shall be due no earlier than thirty (30) days following the Client's receipt of a valid invoice.
    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    \n
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
    \n
    3.3 Late payments accrue interest at 1.0% per month, provided that no interest shall accrue until five days after the payment due date.
    \n
    Section 4: Termination
    \n
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for ten (10) days after written notice. Additionally, the Client may terminate this Agreement for convenience at any time upon thirty (30) days' prior written notice.
    \n
    4.2 Upon termination, the Client may export its Data within ninety (90) days. After that period, the Provider may delete all Data only upon providing reasonable prior notice to the Client, ensuring the Client has sufficient access to its Data for a fair transition period.
    \n
    Section 5: Confidentiality
    \n
    5.1 Each party shall hold the other party's Confidential Information in strict confidence and use it only to perform its obligations under this Agreement.
    \n
    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    \n
    Section 6: Limitation of Liability
    \n
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim; provided, however, that this cap shall not apply to any liability arising from a party's gross negligence, willful misconduct, or breach of confidentiality obligations.
    \n
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    ",
+    "version_id": "e7bf258c-1103-4d8d-86d7-49cefe96b22a",
+    "changes_summary": "7 sections edited, rest untouched",
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+    "pending_changes": null,
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+        "chunk_id": "160cdf33-6645-4ec6-b5da-64a322cf8e42",
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    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the \"Initial Term\"), which shall automatically renew for successive one-year periods unless the Client provides written notice of non-renewal at least thirty (30) days prior to the end of the then-current term.
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+        "old_html": "
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the \"Initial Term\").
    ",
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+        "new_plain_text": "2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the \"Initial Term\"), which shall automatically renew for successive one-year periods unless the Client provides written notice of non-renewal at least thirty (30) days prior to the end of the then-current term."
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+        "new_html": "
    2.2 The Agreement automatically renews for successive twelve-month terms unless the Client provides written notice of non-renewal at least sixty (60) days before the end of the then-current term. At least ninety (90) days prior to any renewal date, the Provider shall send the Client a reminder notice of the upcoming renewal; if the Provider fails to provide such notice, the Client may terminate the agreement at any time within thirty (30) days following the renewal date.
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+        "old_html": "
    2.2 The Agreement automatically renews for successive twelve-month terms unless either party gives written notice at least thirty (30) days before the end of the then-current term.
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+        "operation": "edit",
+        "document_id": "doc_primary",
+        "ai_explanation": "Parallel edit: Make this section more tenant-friendly while preserving the existing wording\u2026",
+        "new_plain_text": "2.2 The Agreement automatically renews for successive twelve-month terms unless the Client provides written notice of non-renewal at least sixty (60) days before the end of the then-current term. At least ninety (90) days prior to any renewal date, the Provider shall send the Client a reminder notice of the upcoming renewal; if the Provider fails to provide such notice, the Client may terminate the agreement at any time within thirty (30) days following the renewal date."
+      },
+      {
+        "status": "approved",
+        "chunk_id": "d5a262e1-81f5-49fd-8df2-2b83c3ba0d0f",
+        "new_html": "
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below. The Provider shall issue invoices at least thirty (30) days prior to the due date, and payment shall be due no earlier than thirty (30) days following the Client's receipt of a valid invoice.
    ",
+        "old_html": "
    3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below.
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+        "document_id": "doc_primary",
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+        "new_plain_text": "3.1 The Client shall pay the Provider the applicable Subscription fees set out in the table below. The Provider shall issue invoices at least thirty (30) days prior to the due date, and payment shall be due no earlier than thirty (30) days following the Client's receipt of a valid invoice."
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+        "new_html": "
    3.3 Late payments accrue interest at 1.0% per month, provided that no interest shall accrue until five days after the payment due date.
    ",
+        "old_html": "
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    ",
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+        "new_html": "
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for ten (10) days after written notice. Additionally, the Client may terminate this Agreement for convenience at any time upon thirty (30) days' prior written notice.
    ",
+        "old_html": "
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for thirty (30) days after written notice.
    ",
+        "change_id": "2174becf-a1a4-4568-9e43-ada649354819",
+        "operation": "edit",
+        "document_id": "doc_primary",
+        "ai_explanation": "Parallel edit: Make this section more tenant-friendly while preserving the existing wording\u2026",
+        "new_plain_text": "4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for ten (10) days after written notice. Additionally, the Client may terminate this Agreement for convenience at any time upon thirty (30) days' prior written notice."
+      },
+      {
+        "status": "approved",
+        "chunk_id": "9bacf349-70cb-47b6-a6d5-e1a280a4925b",
+        "new_html": "
    4.2 Upon termination, the Client may export its Data within ninety (90) days. After that period, the Provider may delete all Data only upon providing reasonable prior notice to the Client, ensuring the Client has sufficient access to its Data for a fair transition period.
    ",
+        "old_html": "
    4.2 Upon termination, the Client may export its Data within thirty (30) days. After that period, the Provider may delete all Data.
    ",
+        "change_id": "88e848f8-e1b5-4340-821a-38049e0e8bd9",
+        "operation": "edit",
+        "document_id": "doc_primary",
+        "ai_explanation": "Parallel edit: Make this section more tenant-friendly while preserving the existing wording\u2026",
+        "new_plain_text": "4.2 Upon termination, the Client may export its Data within ninety (90) days. After that period, the Provider may delete all Data only upon providing reasonable prior notice to the Client, ensuring the Client has sufficient access to its Data for a fair transition period."
+      },
+      {
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+        "chunk_id": "807905d2-0116-4138-98cf-3cd5fbeb5334",
+        "new_html": "
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim; provided, however, that this cap shall not apply to any liability arising from a party's gross negligence, willful misconduct, or breach of confidentiality obligations.
    ",
+        "old_html": "
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    ",
+        "change_id": "db185c8f-128e-41c9-ad6d-5bee9ba84af1",
+        "operation": "edit",
+        "document_id": "doc_primary",
+        "ai_explanation": "Parallel edit: Make this section more tenant-friendly while preserving the existing wording\u2026",
+        "new_plain_text": "6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim; provided, however, that this cap shall not apply to any liability arising from a party's gross negligence, willful misconduct, or breach of confidentiality obligations."
+      }
+    ],
+    "chunk_diffs": null,
+    "concurrent_merges": null,
+    "focused_document_id": "doc_primary"
+  },
+  "usage": {
+    "monthly_used": 15,
+    "monthly_limit": 500,
+    "monthly_remaining": 485,
+    "was_billable": true,
+    "ops_charged": 1,
+    "quota_exhausted": false,
+    "subscription_tier": "free",
+    "bucket_used": "tier",
+    "redemption_id": null,
+    "promotions": [],
+    "agent_handoff_hint": null
+  },
+  "attachment_id": null
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/chat_start.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/chat_start.json
new file mode 100644
index 00000000..03e60c6f
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/chat_start.json
@@ -0,0 +1,6 @@
+{
+  "job_id": "e7d00455-cc99-4767-b8ab-a30ce111d646",
+  "session_id": "eqr_contract-04_1786987783",
+  "status": "pending",
+  "message": "Chat request queued for processing"
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/job_final.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/job_final.json
new file mode 100644
index 00000000..e37ad3cb
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/job_final.json
@@ -0,0 +1,181 @@
+{
+  "job_id": "e7d00455-cc99-4767-b8ab-a30ce111d646",
+  "organization_id": null,
+  "user_id": "a2ab81ae-c36f-4674-964e-f4f325bab2da",
+  "session_id": "eqr_contract-04_1786987783",
+  "job_type": "chat",
+  "status": "completed",
+  "created_at": "2026-08-17T17:29:44.935118",
+  "updated_at": "2026-08-17T17:30:07.878280",
+  "progress": 100,
+  "result": {
+    "response": "\u2705 Successfully updated all 7 sections. Parallel edit: Make this section more tenant-friendly while preserving the existing wording\u2026",
+    "session_id": "eqr_contract-04_1786987783",
+    "document_changes": {
+      "updated_html": "
    CloudSync Service Agreement
    \n
    Agreement number: CSA-2026-0147
    \nEffective date: January 15, 2026
    \nParties: CloudSync Technologies Inc. (\"Provider\") and Meridian Logistics Ltd. (\"Client\")
    \n
    Section 1: Definitions
    \n
    1.1 \"Services\" means the cloud storage and file-sync platform described in the attached service description.
    \n
    1.2 \"Subscription\" means the recurring service plan selected by the Client under Section 3.
    \n
    1.3 \"Data\" means all information, files, and records uploaded by the Client to the Services.
    \n
    Section 2: Term
    \n
    2.1 This Agreement begins on the Effective Date and continues for an initial term of twelve (12) months (the \"Initial Term\"), which shall automatically renew for successive one-year periods unless the Client provides written notice of non-renewal at least thirty (30) days prior to the end of the then-current term.
    \n
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    \n
    Section 3: Fees and Payment
    \n
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    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    \n
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    \n
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    \n
    Section 4: Termination
    \n
    4.1 Either party may terminate this Agreement for material breach if the breach remains uncured for ten (10) days after written notice. Additionally, the Client may terminate this Agreement for convenience at any time upon thirty (30) days' prior written notice.
    \n
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    \n
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    \n
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    \n
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    \n
    Section 6: Limitation of Liability
    \n
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    \n
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
    ",
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new file mode 100644
index 00000000..7542103a
--- /dev/null
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@@ -0,0 +1,65 @@
+[
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    ",
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    ",
+    "ai_explanation": "Parallel edit: Make this section more tenant-friendly while preserving the existing wording\u2026"
+  }
+]
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/record.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/record.json
new file mode 100644
index 00000000..50487df2
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/record.json
@@ -0,0 +1,41 @@
+{
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+    "chat": {
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+    "approve": {
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+      "rounds": 1,
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+    "chat_result": {
+      "response": "\u2705 Successfully updated all 7 sections. Parallel edit: Make this section more tenant-friendly while preserving the existing wording\u2026",
+      "has_updated_html": true
+    },
+    "export_docx": {
+      "ok": true,
+      "bytes": 38328
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+    "export_md": {
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\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/upload.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/upload.json
new file mode 100644
index 00000000..4eb4c8b7
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/contract-04/upload.json
@@ -0,0 +1,9 @@
+{
+  "html": "
    CloudSync Service Agreement
    \n
    Agreement number: CSA-2026-0147
    \nEffective date: January 15, 2026
    \nParties: CloudSync Technologies Inc. (\"Provider\") and Meridian Logistics Ltd. (\"Client\")
    \n
    Section 1: Definitions
    \n
    1.1 \"Services\" means the cloud storage and file-sync platform described in the attached service description.
    \n
    1.2 \"Subscription\" means the recurring service plan selected by the Client under Section 3.
    \n
    1.3 \"Data\" means all information, files, and records uploaded by the Client to the Services.
    \n
    Section 2: Term
    \n
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    \n
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    \n
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    \n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    PlanMonthly feeStorageUsers included
    Starter$29100 GB5
    Business$491 TB25
    Enterprise$9910 TBUnlimited
    \n
    3.2 Fees are invoiced monthly in advance and are due within fourteen (14) days of the invoice date.
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    3.3 Late payments accrue interest at 1.5% per month.
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    Section 4: Termination
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    5.2 Confidential Information does not include information that is publicly available without breach of this Agreement.
    \n
    Section 6: Limitation of Liability
    \n
    6.1 Neither party's aggregate liability arising out of or related to this Agreement shall exceed the total fees paid by the Client in the twelve (12) months preceding the claim.
    \n
    6.2 Nothing in this Agreement excludes liability for fraud, gross negligence, or willful misconduct.
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+  "version_id": "631df0cf-51d6-4636-83cc-ceeaa96de2ea",
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+  "persisted": true
+}
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new file mode 100644
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--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/after.html
@@ -0,0 +1,7 @@
+
    MEETING NOTES - SPRINT SYNC
    
+
    Date: 2026-08-05
    
+
    Attendees: Alice, Bob, Charlie, Dave
    
+
    Action Items & Decisions:
    
+
  • API Integration deadline moved to August 27 due to third-party vendor delays.
    • 
+
  • Database migration task has no owner specified currently.
    • 
+
  • Unmitigated database migration delay risk identified.
    • 
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/after.md b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/after.md
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+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/after.md
@@ -0,0 +1,11 @@
+MEETING NOTES - SPRINT SYNC
+
+Date: 2026-08-05
+
+Attendees: Alice, Bob, Charlie, Dave
+
+Action Items & Decisions:
+
+- API Integration deadline moved to August 27 due to third-party vendor delays.
+- Database migration task has no owner specified currently.
+- Unmitigated database migration delay risk identified.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/approve.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/approve.json
new file mode 100644
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@@ -0,0 +1,5 @@
+{
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\ No newline at end of file
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+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/before.html
@@ -0,0 +1,7 @@
+
    MEETING NOTES - SPRINT SYNC
    
+
    Date: 2026-08-05
    
+
    Attendees: Alice, Bob, Charlie
    
+
    Action Items & Decisions:
    
+
  • API Integration deadline moved to August 27 due to third-party vendor delays.
    • 
+
  • Database migration task has no owner specified currently.
    • 
+
  • Unmitigated database migration delay risk identified.
    • 
\ No newline at end of file
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@@ -0,0 +1,11 @@
+MEETING NOTES - SPRINT SYNC
+
+Date: 2026-08-05
+
+Attendees: Alice, Bob, Charlie
+
+Action Items & Decisions:
+
+- API Integration deadline moved to August 27 due to third-party vendor delays.
+- Database migration task has no owner specified currently.
+- Unmitigated database migration delay risk identified.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/chat_result.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/chat_result.json
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@@ -0,0 +1,42 @@
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    Date: 2026-08-05
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  • API Integration deadline moved to August 27 due to third-party vendor delays.
    • \n
  • Database migration task has no owner specified currently.
    • \n
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new file mode 100644
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@@ -0,0 +1,6 @@
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new file mode 100644
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@@ -0,0 +1,109 @@
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\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/pending_changes.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/pending_changes.json
new file mode 100644
index 00000000..f79c45a5
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/pending_changes.json
@@ -0,0 +1,11 @@
+[
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\ No newline at end of file
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new file mode 100644
index 00000000..acd99e2d
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/record.json
@@ -0,0 +1,36 @@
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diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/upload.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/upload.json
new file mode 100644
index 00000000..ab69ae3a
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-01/upload.json
@@ -0,0 +1,9 @@
+{
+  "html": "
    MEETING NOTES - SPRINT SYNC
    \n
    Date: 2026-08-05
    \n
    Attendees: Alice, Bob, Charlie
    \n
    Action Items & Decisions:
    \n
  • API Integration deadline moved to August 27 due to third-party vendor delays.
    • \n
  • Database migration task has no owner specified currently.
    • \n
  • Unmitigated database migration delay risk identified.
    • ",
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diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/after.html b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/after.html
new file mode 100644
index 00000000..159be1fa
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/after.html
@@ -0,0 +1,8 @@
+
    MEETING NOTES - SPRINT SYNC
    
+
    Date: 2026-08-05
    
+
    Attendees: Alice, Bob, Charlie
    
+
    Action Items & Decisions:
    
+
    Risks
    The database migration delay remains unmitigated and could push the project timeline back if it is not addressed before the next release milestone.
    Mitigation: Assign a dedicated migration owner to resolve blockers early and track progress daily until the migration is complete.
    
+
  • API Integration deadline moved to August 27 due to third-party vendor delays.
    • 
+
  • Database migration task has no owner specified currently.
    • 
+
  • Unmitigated database migration delay risk identified.
    • 
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/after.md b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/after.md
new file mode 100644
index 00000000..49f5c928
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/after.md
@@ -0,0 +1,17 @@
+MEETING NOTES - SPRINT SYNC
+
+Date: 2026-08-05
+
+Attendees: Alice, Bob, Charlie
+
+Action Items & Decisions:
+
+## Risks
+
+The database migration delay remains unmitigated and could push the project timeline back if it is not addressed before the next release milestone.
+
+**Mitigation:** Assign a dedicated migration owner to resolve blockers early and track progress daily until the migration is complete.
+
+- API Integration deadline moved to August 27 due to third-party vendor delays.
+- Database migration task has no owner specified currently.
+- Unmitigated database migration delay risk identified.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/approve.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/approve.json
new file mode 100644
index 00000000..f14aafab
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/approve.json
@@ -0,0 +1,5 @@
+{
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+  "message": "Approval processed",
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+}
\ No newline at end of file
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new file mode 100644
index 00000000..28310665
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/before.html
@@ -0,0 +1,7 @@
+
    MEETING NOTES - SPRINT SYNC
    
+
    Date: 2026-08-05
    
+
    Attendees: Alice, Bob, Charlie
    
+
    Action Items & Decisions:
    
+
  • API Integration deadline moved to August 27 due to third-party vendor delays.
    • 
+
  • Database migration task has no owner specified currently.
    • 
+
  • Unmitigated database migration delay risk identified.
    • 
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/before.md b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/before.md
new file mode 100644
index 00000000..fb9a1c64
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/before.md
@@ -0,0 +1,11 @@
+MEETING NOTES - SPRINT SYNC
+
+Date: 2026-08-05
+
+Attendees: Alice, Bob, Charlie
+
+Action Items & Decisions:
+
+- API Integration deadline moved to August 27 due to third-party vendor delays.
+- Database migration task has no owner specified currently.
+- Unmitigated database migration delay risk identified.
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/chat_result.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/chat_result.json
new file mode 100644
index 00000000..a099f8bd
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/meeting-02/chat_result.json
@@ -0,0 +1,42 @@
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+  "response": "\u2705 I added a Risks section after the Action Items & Decisions section, including the database migration delay risk and one mitigation.",
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    MEETING NOTES - SPRINT SYNC
    \n
    Date: 2026-08-05
    \n
    Attendees: Alice, Bob, Charlie
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  • API Integration deadline moved to August 27 due to third-party vendor delays.
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  • Database migration task has no owner specified currently.
    • \n
  • Unmitigated database migration delay risk identified.
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+    "request_message": "Make the plan clearer.",
+    "cumulative_tokens": 259365,
+    "initial_doc_version": null,
+    "last_real_progress_ts": "2026-08-17T17:21:14.780880+00:00",
+    "user_turn_index_pre_inserted": 0
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/plan-04/pending_changes.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/plan-04/pending_changes.json
new file mode 100644
index 00000000..4859eb57
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/plan-04/pending_changes.json
@@ -0,0 +1,92 @@
+[
+  {
+    "change_id": "4d12936d-32fe-40a2-84e6-6af20059b0ae",
+    "operation": "edit",
+    "chunk_id": "6ce10e3e-41bf-4738-bd5a-05b9c9ed4ee8",
+    "document_id": "doc_primary",
+    "old_html": "
    Section 1: Summary
    ",
+    "new_html": "
    Section 1: Executive Summary
    ",
+    "ai_explanation": "Parallel edit: Rewrite this chunk to make the project plan clearer and easier to understand\u2026"
+  },
+  {
+    "change_id": "13999c96-e3fc-4d0f-9608-86eb3310f1cd",
+    "operation": "edit",
+    "chunk_id": "cf59e42a-f57e-4dbb-b45d-7c579454cf7b",
+    "document_id": "doc_primary",
+    "old_html": "
    This document outlines the core timeline and initial task allocation for the platform launch.
    ",
+    "new_html": "
    This document defines the main project timeline and assigns the initial tasks for the platform launch.
    ",
+    "ai_explanation": "Parallel edit: Rewrite this chunk to make the project plan clearer and easier to understand\u2026"
+  },
+  {
+    "change_id": "3b68df2a-6cb1-41f7-a318-968eb1755852",
+    "operation": "edit",
+    "chunk_id": "2c1110ed-9dc9-4f84-80c6-f5add23f7c82",
+    "document_id": "doc_primary",
+    "old_html": "
    Section 2: Timeline
    ",
+    "new_html": "
    Section 2: Project Timeline
    ",
+    "ai_explanation": "Parallel edit: Rewrite this chunk to make the project plan clearer and easier to understand\u2026"
+  },
+  {
+    "change_id": "d9419e85-ff36-4839-93a6-e8ab3feaea2f",
+    "operation": "edit",
+    "chunk_id": "1485f83d-ee10-4404-8b60-517851a538d4",
+    "document_id": "doc_primary",
+    "old_html": "
  • Backend Setup: August 10
    • ",
+    "new_html": "
  • Backend Development: August 10
    • ",
+    "ai_explanation": "Parallel edit: Rewrite this chunk to make the project plan clearer and easier to understand\u2026"
+  },
+  {
+    "change_id": "dc761180-364e-4a59-bbaf-34aabb80d767",
+    "operation": "edit",
+    "chunk_id": "9ec6d27c-544c-4469-b748-3cfad90d5e7e",
+    "document_id": "doc_primary",
+    "old_html": "
  • API Integration: August 20
    • ",
+    "new_html": "
  • API Integration Completion: August 20
    • ",
+    "ai_explanation": "Parallel edit: Rewrite this chunk to make the project plan clearer and easier to understand\u2026"
+  },
+  {
+    "change_id": "a89198cf-de2e-4d83-a9bc-2de0ad941cd7",
+    "operation": "edit",
+    "chunk_id": "a1e9f4f0-155c-4766-a222-769747b188a5",
+    "document_id": "doc_primary",
+    "old_html": "
  • Frontend Delivery: September 05
    • ",
+    "new_html": "
  • Frontend Project Delivery: September 05
    • ",
+    "ai_explanation": "Parallel edit: Rewrite this chunk to make the project plan clearer and easier to understand\u2026"
+  },
+  {
+    "change_id": "33d3037b-c55e-4929-9cfa-cdaae470f3b2",
+    "operation": "edit",
+    "chunk_id": "1f7f1365-cf69-4575-aad1-3f527bbf8120",
+    "document_id": "doc_primary",
+    "old_html": "
    Section 3: Tasks & Owners
    ",
+    "new_html": "
    Section 3: Project Tasks and Responsible Parties
    ",
+    "ai_explanation": "Parallel edit: Rewrite this chunk to make the project plan clearer and easier to understand\u2026"
+  },
+  {
+    "change_id": "000a4bfe-0179-452c-862f-df2892d72a2a",
+    "operation": "edit",
+    "chunk_id": "3905c4a6-6286-43c7-b49c-5534400bf8e0",
+    "document_id": "doc_primary",
+    "old_html": "
  • Backend Setup assigned to Alice
    • ",
+    "new_html": "
  • Task: Backend Setup | Assigned to: Alice
    • ",
+    "ai_explanation": "Parallel edit: Rewrite this chunk to make the project plan clearer and easier to understand\u2026"
+  },
+  {
+    "change_id": "4fa938c7-99ae-49c4-8132-dd1f28277898",
+    "operation": "edit",
+    "chunk_id": "2e5f31d0-71d2-46b9-9557-92bd876b2d86",
+    "document_id": "doc_primary",
+    "old_html": "
  • API Integration assigned to Bob
    • ",
+    "new_html": "
  • Task: API Integration; Owner: Bob
    • ",
+    "ai_explanation": "Parallel edit: Rewrite this chunk to make the project plan clearer and easier to understand\u2026"
+  },
+  {
+    "change_id": "56eede9e-f643-420a-9fcd-4594797bdc09",
+    "operation": "edit",
+    "chunk_id": "512150e4-f565-448a-8324-84c291db4b72",
+    "document_id": "doc_primary",
+    "old_html": "
  • Database migration owner: unassigned
    • ",
+    "new_html": "
  • Database migration: Unassigned
    • ",
+    "ai_explanation": "Parallel edit: Rewrite this chunk to make the project plan clearer and easier to understand\u2026"
+  }
+]
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/plan-04/record.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/plan-04/record.json
new file mode 100644
index 00000000..6332e556
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/plan-04/record.json
@@ -0,0 +1,40 @@
+{
+  "case_id": "plan-04",
+  "doc_id": "project_plan",
+  "difficulty": "ambiguous",
+  "instruction": "Make the plan clearer.",
+  "session_id": "eqr_plan-04_1786987242",
+  "steps": {
+    "upload": {
+      "ok": true
+    },
+    "export_before_md": {
+      "ok": true,
+      "bytes": 453
+    },
+    "chat": {
+      "job_id": "94cf49b4-103c-4665-9811-ee5c8d95a7ee",
+      "usage": null
+    },
+    "pre_approval_status": "awaiting_approval",
+    "approve": {
+      "ok": true,
+      "decisions": 10
+    },
+    "chat_result": {
+      "response": "\u2705 Successfully updated all 10 sections. Parallel edit: Rewrite this chunk to make the project plan clearer and easier to understand\u2026",
+      "has_updated_html": true
+    },
+    "export_docx": {
+      "ok": true,
+      "bytes": 36921
+    },
+    "export_md": {
+      "ok": true,
+      "bytes": 537
+    }
+  },
+  "status": "completed",
+  "pending_change_count": 10,
+  "final_status": "completed"
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/edits/plan-04/upload.json b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/plan-04/upload.json
new file mode 100644
index 00000000..2ac8a1e4
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/edits/plan-04/upload.json
@@ -0,0 +1,9 @@
+{
+  "html": "
    PROJECT ANALYSIS PLAN - BASELINE
    \n
    Project Name: Super-Docs Core Platform
    \n
    Date: 2026-08-01
    \n
    Section 1: Summary
    \n
    This document outlines the core timeline and initial task allocation for the platform launch.
    \n
    Section 2: Timeline
    \n
  • Backend Setup: August 10
    • \n
  • API Integration: August 20
    • \n
  • Frontend Delivery: September 05
    • \n
    Section 3: Tasks & Owners
    \n
  • Backend Setup assigned to Alice
    • \n
  • API Integration assigned to Bob
    • \n
  • Database migration owner: unassigned
    • ",
+  "session_id": "eqr_plan-04_1786987242",
+  "filename": "project_plan.txt",
+  "chunks_count": 13,
+  "version_id": "bd2e0f70-73eb-4131-aae5-0ba8af8e580b",
+  "page_setup": null,
+  "persisted": true
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/instructions.json b/extensions/Nojhi3/edit-quality-rubric-study/data/instructions.json
new file mode 100644
index 00000000..94d0e7d4
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/instructions.json
@@ -0,0 +1,96 @@
+{
+  "study_name": "edit-quality-rubric",
+  "model_tier": "pro",
+  "thinking_depth": "balanced",
+  "difficulty_labels": ["easy", "medium", "hard", "ambiguous"],
+  "cases": [
+    {
+      "case_id": "plan-01",
+      "doc_id": "project_plan",
+      "doc_file": "project_plan.txt",
+      "difficulty": "easy",
+      "instruction": "Assign the database migration owner to Dave.",
+      "note": "Single targeted change in Section 3."
+    },
+    {
+      "case_id": "plan-02",
+      "doc_id": "project_plan",
+      "doc_file": "project_plan.txt",
+      "difficulty": "medium",
+      "instruction": "Add a Milestones section after Section 3 listing the three phases (Backend, API, Frontend) with their dates.",
+      "note": "Adds a section with content derived from existing dates."
+    },
+    {
+      "case_id": "plan-03",
+      "doc_id": "project_plan",
+      "doc_file": "project_plan.txt",
+      "difficulty": "hard",
+      "instruction": "Rewrite Section 2 (Timeline) to add a 2-day buffer to every date and rename the section to 'Schedule'.",
+      "note": "Date arithmetic across the whole timeline plus a rename."
+    },
+    {
+      "case_id": "plan-04",
+      "doc_id": "project_plan",
+      "doc_file": "project_plan.txt",
+      "difficulty": "ambiguous",
+      "instruction": "Make the plan clearer.",
+      "note": "Deliberately vague; no single correct interpretation."
+    },
+    {
+      "case_id": "meeting-01",
+      "doc_id": "meeting_notes",
+      "doc_file": "meeting_notes.txt",
+      "difficulty": "easy",
+      "instruction": "Change the attendee list to include Dave.",
+      "note": "Single targeted list edit."
+    },
+    {
+      "case_id": "meeting-02",
+      "doc_id": "meeting_notes",
+      "doc_file": "meeting_notes.txt",
+      "difficulty": "medium",
+      "instruction": "Add a 'Risks' section after the action items that documents the unmitigated database migration delay risk and proposes one mitigation.",
+      "note": "Adds a section synthesizing existing content plus one new proposal."
+    },
+    {
+      "case_id": "meeting-03",
+      "doc_id": "meeting_notes",
+      "doc_file": "meeting_notes.txt",
+      "difficulty": "hard",
+      "instruction": "Restructure the notes so decisions come first, action items second, and attendees last.",
+      "note": "Reorders whole sections; ambiguous edge cases in what counts as a decision."
+    },
+    {
+      "case_id": "contract-01",
+      "doc_id": "service_contract",
+      "doc_file": "service_contract.md",
+      "difficulty": "easy",
+      "instruction": "Update the pricing table: increase the Business plan monthly fee from $49 to $59.",
+      "note": "Targeted table cell edit."
+    },
+    {
+      "case_id": "contract-02",
+      "doc_id": "service_contract",
+      "doc_file": "service_contract.md",
+      "difficulty": "medium",
+      "instruction": "Add a 'Data Processing' section after Section 3 with three clauses on GDPR compliance: data ownership, sub-processor approval, and deletion on termination.",
+      "note": "Adds a section with three required elements."
+    },
+    {
+      "case_id": "contract-03",
+      "doc_id": "service_contract",
+      "doc_file": "service_contract.md",
+      "difficulty": "hard",
+      "instruction": "Move Section 4 (Termination) so it comes before Section 3 (Fees and Payment) and renumber all sections and all cross-references.",
+      "note": "Structural move plus consistent renumbering; cross-references must follow."
+    },
+    {
+      "case_id": "contract-04",
+      "doc_id": "service_contract",
+      "doc_file": "service_contract.md",
+      "difficulty": "ambiguous",
+      "instruction": "Make the contract more tenant-friendly.",
+      "note": "Vague value judgment; no single correct scope."
+    }
+  ]
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/contract-01.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/contract-01.json
new file mode 100644
index 00000000..65dfe5ef
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/contract-01.json
@@ -0,0 +1,24 @@
+{
+  "case_id": "contract-01",
+  "rater": "auto",
+  "provider": "gemini",
+  "model": "gemini-3.6-flash",
+  "scores": {
+    "faithfulness": 1,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "The edited document is identical to the source document; the instruction to update the Business plan monthly fee from $49 to $59 was ignored.",
+    "fact_accuracy": "No factual errors were introduced because no edits were made.",
+    "content_preservation": "All source content was preserved without modifications or deletions.",
+    "structural_integrity": "The document structure remains identical to the source.",
+    "formatting_fidelity": "Formatting is completely identical to the source document.",
+    "language_quality": "The language quality is unaffected and remains clean and grammatical."
+  },
+  "difficulty": "easy",
+  "instruction": "Update the pricing table: increase the Business plan monthly fee from $49 to $59."
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/contract-02.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/contract-02.json
new file mode 100644
index 00000000..f540d77e
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/contract-02.json
@@ -0,0 +1,24 @@
+{
+  "case_id": "contract-02",
+  "rater": "auto",
+  "provider": "gemini",
+  "model": "gemini-3.6-flash",
+  "scores": {
+    "faithfulness": 4,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 3,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "Added the requested 'Data Processing' section after Section 3 containing clauses for data ownership ('3.4.1... the Client retains all right, title, and interest'), sub-processor approval ('3.4.2... Provider shall not engage any sub-processor... without the Client's prior written approval'), and deletion on termination ('3.4.3 Upon termination or expiry... Provider shall delete').",
+    "fact_accuracy": "All facts, terms, and GDPR references are accurate and consistent with the document context.",
+    "content_preservation": "All original text outside Section 3.4 is perfectly preserved without unintended omissions or modifications.",
+    "structural_integrity": "The inserted section is titled '## Section 3.4: Data Processing' at top-level header level, creating a numbering scheme inconsistency with Sections 1, 2, 3, 4, 5, and 6.",
+    "formatting_fidelity": "Markdown header hierarchy, table formatting, and bold styling are completely preserved.",
+    "language_quality": "The text is written in clear, standard, and formal legal English."
+  },
+  "difficulty": "medium",
+  "instruction": "Add a 'Data Processing' section after Section 3 with three clauses on GDPR compliance: data ownership, sub-processor approval, and deletion on termination."
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/contract-03.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/contract-03.json
new file mode 100644
index 00000000..43cb5b69
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/contract-03.json
@@ -0,0 +1,24 @@
+{
+  "case_id": "contract-03",
+  "rater": "auto",
+  "provider": "gemini",
+  "model": "gemini-3.6-flash",
+  "scores": {
+    "faithfulness": 4,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "Termination was moved ahead of Fees and Payment to become Section 3, and cross-references (such as in Section 1.2) were accurately updated to reference Section 4.",
+    "fact_accuracy": "All factual details, dates, and agreement terms remain fully accurate.",
+    "content_preservation": "All surrounding clauses and content outside of the requested reordering remain preserved.",
+    "structural_integrity": "Section numbers and cross-references are completely coherent following the move.",
+    "formatting_fidelity": "Markdown headers, bold text, and list structures were properly maintained.",
+    "language_quality": "The document remains clear, grammatical, and professional."
+  },
+  "difficulty": "hard",
+  "instruction": "Move Section 4 (Termination) so it comes before Section 3 (Fees and Payment) and renumber all sections and all cross-references."
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/contract-04.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/contract-04.json
new file mode 100644
index 00000000..e194617b
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/contract-04.json
@@ -0,0 +1,24 @@
+{
+  "case_id": "contract-04",
+  "rater": "auto",
+  "provider": "gemini",
+  "model": "gemini-3.6-flash",
+  "scores": {
+    "faithfulness": 4,
+    "fact_accuracy": 2,
+    "content_preservation": 3,
+    "structural_integrity": 2,
+    "formatting_fidelity": 4,
+    "language_quality": 3
+  },
+  "evidence": {
+    "faithfulness": "The edit consistently added terms favoring the client/tenant (e.g., termination for convenience, longer data export window, lower interest rate, reminder notice requirement).",
+    "fact_accuracy": "Introduced direct internal contradictions regarding timeline facts: Section 2.1 requires 30 days' notice for non-renewal while Section 2.2 specifies 60 days; Section 3.1 sets payment due date at 30 days post-receipt while Section 3.2 keeps the 14-day limit.",
+    "content_preservation": "Rather than editing existing clauses cleanly, the edit retained conflicting original statements alongside new additions (e.g., leaving Section 3.2 intact while adding conflicting payment terms to Section 3.1).",
+    "structural_integrity": "Coherence is compromised by conflicting overlapping sections (2.1 vs 2.2 and 3.1 vs 3.2).",
+    "formatting_fidelity": "Markdown header hierarchy and table structure were completely preserved.",
+    "language_quality": "Individual sentences are clear and grammatical, though redundant across sections due to unedited conflicting clauses."
+  },
+  "difficulty": "ambiguous",
+  "instruction": "Make the contract more tenant-friendly."
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/meeting-01.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/meeting-01.json
new file mode 100644
index 00000000..35301355
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/meeting-01.json
@@ -0,0 +1,24 @@
+{
+  "case_id": "meeting-01",
+  "rater": "auto",
+  "provider": "gemini",
+  "model": "gemini-3.6-flash",
+  "scores": {
+    "faithfulness": 4,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "Dave was added to the attendee list exactly as requested: \"Attendees: Alice, Bob, Charlie, Dave\".",
+    "fact_accuracy": "All facts from the original source are accurately retained without introducing any factual errors.",
+    "content_preservation": "All source content is fully preserved without omissions or unauthorized additions.",
+    "structural_integrity": "The document structure remains coherent and is cleanly formatted into distinct sections and list items.",
+    "formatting_fidelity": "Formatting is clean, well-spaced, and improves readability while maintaining consistency.",
+    "language_quality": "The text is grammatically correct, clear, and professional."
+  },
+  "difficulty": "easy",
+  "instruction": "Change the attendee list to include Dave."
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/meeting-02.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/meeting-02.json
new file mode 100644
index 00000000..17456a13
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/meeting-02.json
@@ -0,0 +1,24 @@
+{
+  "case_id": "meeting-02",
+  "rater": "auto",
+  "provider": "gemini",
+  "model": "gemini-3.6-flash",
+  "scores": {
+    "faithfulness": 2,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 3,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "The 'Risks' section was inserted directly under 'Action Items & Decisions:' before the action items, failing the instruction to place it 'after the action items'.",
+    "fact_accuracy": "The documented risk and proposed mitigation ('Assign a dedicated migration owner...') accurately reflect the context provided in the source text.",
+    "content_preservation": "All original text and details from the source document were completely preserved.",
+    "structural_integrity": "The placement of the Risks header interrupts the heading 'Action Items & Decisions:' and its corresponding bullet list.",
+    "formatting_fidelity": "Formatting is consistent and properly structured using Markdown headers and bullet lists.",
+    "language_quality": "The added text is clear, well-written, and grammatically correct."
+  },
+  "difficulty": "medium",
+  "instruction": "Add a 'Risks' section after the action items that documents the unmitigated database migration delay risk and proposes one mitigation."
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/meeting-03.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/meeting-03.json
new file mode 100644
index 00000000..b032bee1
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/meeting-03.json
@@ -0,0 +1,24 @@
+{
+  "case_id": "meeting-03",
+  "rater": "auto",
+  "provider": "gemini",
+  "model": "gemini-3.6-flash",
+  "scores": {
+    "faithfulness": 2,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "The edit moved Attendees to the end, but failed to separate 'Decisions' and 'Action Items' into two distinct sections in the requested order.",
+    "fact_accuracy": "All details, dates, and names match the source document exactly.",
+    "content_preservation": "No content was added, omitted, or altered.",
+    "structural_integrity": "The document structure is clean and coherent without broken elements.",
+    "formatting_fidelity": "Markdown header and bullet formatting remains consistent with the original text.",
+    "language_quality": "The text is clear, grammatical, and free of errors."
+  },
+  "difficulty": "hard",
+  "instruction": "Restructure the notes so decisions come first, action items second, and attendees last."
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/plan-01.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/plan-01.json
new file mode 100644
index 00000000..3181be73
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/plan-01.json
@@ -0,0 +1,24 @@
+{
+  "case_id": "plan-01",
+  "rater": "auto",
+  "provider": "gemini",
+  "model": "gemini-3.6-flash",
+  "scores": {
+    "faithfulness": 4,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "The edit accurately assigns Dave as the owner, changing '- Database migration owner: unassigned' to '- Database migration owner: Dave'.",
+    "fact_accuracy": "No factual errors were introduced; Dave is correctly set as the owner per the instruction.",
+    "content_preservation": "All text and sections from the baseline source document were preserved intact.",
+    "structural_integrity": "The section hierarchy and overall structure remain completely coherent and intact.",
+    "formatting_fidelity": "Markdown bulleting and line spacing were added cleanly to improve visual structure without breaking formatting.",
+    "language_quality": "The text is clear, grammatical, and well-formatted."
+  },
+  "difficulty": "easy",
+  "instruction": "Assign the database migration owner to Dave."
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/plan-02.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/plan-02.json
new file mode 100644
index 00000000..bff9d33f
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/plan-02.json
@@ -0,0 +1,24 @@
+{
+  "case_id": "plan-02",
+  "rater": "auto",
+  "provider": "gemini",
+  "model": "gemini-3.6-flash",
+  "scores": {
+    "faithfulness": 1,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "The edit completely ignored the instruction and failed to add a Milestones section after Section 3.",
+    "fact_accuracy": "No factual errors were introduced into the text.",
+    "content_preservation": "All original content from the source document was preserved.",
+    "structural_integrity": "The document structure is clear and coherent.",
+    "formatting_fidelity": "Formatting is consistent, introducing neat list bullets.",
+    "language_quality": "The text is clear, grammatical, and free of errors."
+  },
+  "difficulty": "medium",
+  "instruction": "Add a Milestones section after Section 3 listing the three phases (Backend, API, Frontend) with their dates."
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/plan-03.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/plan-03.json
new file mode 100644
index 00000000..4d1e6320
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/plan-03.json
@@ -0,0 +1,24 @@
+{
+  "case_id": "plan-03",
+  "rater": "auto",
+  "provider": "gemini",
+  "model": "gemini-3.6-flash",
+  "scores": {
+    "faithfulness": 2,
+    "fact_accuracy": 2,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "The section title was updated to 'Section 2: Schedule', but the editor completely ignored the instruction to add a 2-day buffer to every date.",
+    "fact_accuracy": "The dates were not shifted by 2 days as required (August 10, 20, and September 05 remained unadjusted instead of August 12, 22, and September 07).",
+    "content_preservation": "All text outside of Section 2 remains intact without unintended edits or deletions.",
+    "structural_integrity": "The document structure and section numbering remain fully coherent.",
+    "formatting_fidelity": "Formatting is consistent and clean, using bullet points appropriately.",
+    "language_quality": "The text is clear, grammatically correct, and free of errors."
+  },
+  "difficulty": "hard",
+  "instruction": "Rewrite Section 2 (Timeline) to add a 2-day buffer to every date and rename the section to 'Schedule'."
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/plan-04.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/plan-04.json
new file mode 100644
index 00000000..444a6f85
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/auto/plan-04.json
@@ -0,0 +1,24 @@
+{
+  "case_id": "plan-04",
+  "rater": "auto",
+  "provider": "gemini",
+  "model": "gemini-3.6-flash",
+  "scores": {
+    "faithfulness": 4,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "The edit expands headings and task descriptions to make the plan clearer (e.g., 'Section 3: Project Tasks and Responsible Parties').",
+    "fact_accuracy": "All dates, names, and task details remain factually accurate to the source document.",
+    "content_preservation": "All core information regarding tasks, owners, dates, and sections from the source text is preserved.",
+    "structural_integrity": "The overall document structure and section order remain completely intact.",
+    "formatting_fidelity": "Markdown list structure and basic formatting are preserved and clear throughout.",
+    "language_quality": "The revised phrasing is clear, professional, and free of grammatical issues."
+  },
+  "difficulty": "ambiguous",
+  "instruction": "Make the plan clearer."
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/contract-01.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/contract-01.json
new file mode 100644
index 00000000..297ca3d7
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/contract-01.json
@@ -0,0 +1,20 @@
+{
+  "case_id": "contract-01",
+  "rater": "human-1",
+  "scores": {
+    "faithfulness": 4,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "",
+    "fact_accuracy": "",
+    "content_preservation": "",
+    "structural_integrity": "",
+    "formatting_fidelity": "",
+    "language_quality": ""
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/contract-02.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/contract-02.json
new file mode 100644
index 00000000..c7240fae
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/contract-02.json
@@ -0,0 +1,20 @@
+{
+  "case_id": "contract-02",
+  "rater": "human-1",
+  "scores": {
+    "faithfulness": 4,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "",
+    "fact_accuracy": "",
+    "content_preservation": "",
+    "structural_integrity": "",
+    "formatting_fidelity": "",
+    "language_quality": ""
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/contract-03.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/contract-03.json
new file mode 100644
index 00000000..d0cfe6c3
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/contract-03.json
@@ -0,0 +1,20 @@
+{
+  "case_id": "contract-03",
+  "rater": "human-1",
+  "scores": {
+    "faithfulness": 4,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "",
+    "fact_accuracy": "",
+    "content_preservation": "",
+    "structural_integrity": "",
+    "formatting_fidelity": "",
+    "language_quality": ""
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/contract-04.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/contract-04.json
new file mode 100644
index 00000000..07ed6883
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/contract-04.json
@@ -0,0 +1,20 @@
+{
+  "case_id": "contract-04",
+  "rater": "human-1",
+  "scores": {
+    "faithfulness": 3,
+    "fact_accuracy": 4,
+    "content_preservation": 1,
+    "structural_integrity": 1,
+    "formatting_fidelity": 3,
+    "language_quality": 3
+  },
+  "evidence": {
+    "faithfulness": "",
+    "fact_accuracy": "",
+    "content_preservation": "",
+    "structural_integrity": "",
+    "formatting_fidelity": "",
+    "language_quality": ""
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/meeting-01.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/meeting-01.json
new file mode 100644
index 00000000..9f7dc2a3
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/meeting-01.json
@@ -0,0 +1,20 @@
+{
+  "case_id": "meeting-01",
+  "rater": "human-1",
+  "scores": {
+    "faithfulness": 4,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "",
+    "fact_accuracy": "",
+    "content_preservation": "",
+    "structural_integrity": "",
+    "formatting_fidelity": "",
+    "language_quality": ""
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/meeting-02.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/meeting-02.json
new file mode 100644
index 00000000..3c57290d
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/meeting-02.json
@@ -0,0 +1,20 @@
+{
+  "case_id": "meeting-02",
+  "rater": "human-1",
+  "scores": {
+    "faithfulness": 2,
+    "fact_accuracy": 3,
+    "content_preservation": 4,
+    "structural_integrity": 2,
+    "formatting_fidelity": 3,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "",
+    "fact_accuracy": "",
+    "content_preservation": "",
+    "structural_integrity": "",
+    "formatting_fidelity": "",
+    "language_quality": ""
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/meeting-03.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/meeting-03.json
new file mode 100644
index 00000000..a8c1c7a4
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/meeting-03.json
@@ -0,0 +1,20 @@
+{
+  "case_id": "meeting-03",
+  "rater": "human-1",
+  "scores": {
+    "faithfulness": 1,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 2,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "",
+    "fact_accuracy": "",
+    "content_preservation": "",
+    "structural_integrity": "",
+    "formatting_fidelity": "",
+    "language_quality": ""
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/plan-01.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/plan-01.json
new file mode 100644
index 00000000..711501a7
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/plan-01.json
@@ -0,0 +1,20 @@
+{
+  "case_id": "plan-01",
+  "rater": "human-1",
+  "scores": {
+    "faithfulness": 4,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "evidence: It did what was asked of it",
+    "fact_accuracy": "evidence: No it did everything as needed",
+    "content_preservation": "evidence: It retained everything ",
+    "structural_integrity": "evidence: Nothing else was changed",
+    "formatting_fidelity": "evidence: it kept it consistent",
+    "language_quality": "Evidence: It is consistent"
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/plan-02.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/plan-02.json
new file mode 100644
index 00000000..0d0e46a9
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/plan-02.json
@@ -0,0 +1,20 @@
+{
+  "case_id": "plan-02",
+  "rater": "human-1",
+  "scores": {
+    "faithfulness": 1,
+    "fact_accuracy": 1,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "Evidence: It did not add milestone section",
+    "fact_accuracy": "",
+    "content_preservation": "",
+    "structural_integrity": "",
+    "formatting_fidelity": "",
+    "language_quality": ""
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/plan-03.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/plan-03.json
new file mode 100644
index 00000000..d3c2ba6c
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/plan-03.json
@@ -0,0 +1,20 @@
+{
+  "case_id": "plan-03",
+  "rater": "human-1",
+  "scores": {
+    "faithfulness": 2,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 4,
+    "formatting_fidelity": 4,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "evidence: It rewrote the timeline as schedule, but did not add buffer of 2 days",
+    "fact_accuracy": "",
+    "content_preservation": "",
+    "structural_integrity": "",
+    "formatting_fidelity": "",
+    "language_quality": ""
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/plan-04.json b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/plan-04.json
new file mode 100644
index 00000000..d2fb4660
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/judgments/human/plan-04.json
@@ -0,0 +1,20 @@
+{
+  "case_id": "plan-04",
+  "rater": "human-1",
+  "scores": {
+    "faithfulness": 4,
+    "fact_accuracy": 4,
+    "content_preservation": 4,
+    "structural_integrity": 1,
+    "formatting_fidelity": 1,
+    "language_quality": 4
+  },
+  "evidence": {
+    "faithfulness": "Evidence: It did make it simpler",
+    "fact_accuracy": "",
+    "content_preservation": "",
+    "structural_integrity": "Headings were changed",
+    "formatting_fidelity": "In section 3, it used inconsistent formatting",
+    "language_quality": ""
+  }
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/ledger.jsonl b/extensions/Nojhi3/edit-quality-rubric-study/data/ledger.jsonl
new file mode 100644
index 00000000..185f7f2a
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/ledger.jsonl
@@ -0,0 +1,56 @@
+{"ts": 1786986093.306727, "iso": "2026-08-17T17:01:33Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986184.1049807, "iso": "2026-08-17T17:03:04Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986201.5194874, "iso": "2026-08-17T17:03:21Z", "endpoint": "/v1/chat/async (job result)", "tag": "edit:plan-01", "was_billable": true, "ops_charged": 1, "monthly_remaining": 498, "monthly_used": 2}
+{"ts": 1786986204.354774, "iso": "2026-08-17T17:03:24Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986215.9040685, "iso": "2026-08-17T17:03:35Z", "endpoint": "/v1/chat/async (job result)", "tag": "edit:plan-02", "was_billable": true, "ops_charged": 1, "monthly_remaining": 497, "monthly_used": 3}
+{"ts": 1786986218.3805072, "iso": "2026-08-17T17:03:38Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986251.9954486, "iso": "2026-08-17T17:04:11Z", "endpoint": "/v1/chat/async (job result)", "tag": "edit:plan-03", "was_billable": true, "ops_charged": 1, "monthly_remaining": 496, "monthly_used": 4}
+{"ts": 1786986255.110831, "iso": "2026-08-17T17:04:15Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986284.603711, "iso": "2026-08-17T17:04:44Z", "endpoint": "/v1/chat/async (job result)", "tag": "edit:plan-04", "was_billable": true, "ops_charged": 1, "monthly_remaining": 495, "monthly_used": 5}
+{"ts": 1786986287.0744278, "iso": "2026-08-17T17:04:47Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986304.417051, "iso": "2026-08-17T17:05:04Z", "endpoint": "/v1/chat/async (job result)", "tag": "edit:meeting-01", "was_billable": true, "ops_charged": 1, "monthly_remaining": 494, "monthly_used": 6}
+{"ts": 1786986306.8765152, "iso": "2026-08-17T17:05:06Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986330.2915852, "iso": "2026-08-17T17:05:30Z", "endpoint": "/v1/chat/async (job result)", "tag": "edit:meeting-02", "was_billable": true, "ops_charged": 1, "monthly_remaining": 493, "monthly_used": 7}
+{"ts": 1786986377.4794352, "iso": "2026-08-17T17:06:17Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986383.252185, "iso": "2026-08-17T17:06:23Z", "endpoint": "/v1/chat/async (job result)", "tag": "judge:plan-01", "was_billable": false, "ops_charged": 0, "monthly_remaining": 493, "monthly_used": 7}
+{"ts": 1786986383.6939685, "iso": "2026-08-17T17:06:23Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986394.8927004, "iso": "2026-08-17T17:06:34Z", "endpoint": "/v1/chat/async (job result)", "tag": "judge:plan-02", "was_billable": false, "ops_charged": 0, "monthly_remaining": 493, "monthly_used": 7}
+{"ts": 1786986395.3344307, "iso": "2026-08-17T17:06:35Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986417.5801144, "iso": "2026-08-17T17:06:57Z", "endpoint": "/v1/chat/async (job result)", "tag": "judge:plan-03", "was_billable": false, "ops_charged": 0, "monthly_remaining": 493, "monthly_used": 7}
+{"ts": 1786986418.0334563, "iso": "2026-08-17T17:06:58Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986429.213143, "iso": "2026-08-17T17:07:09Z", "endpoint": "/v1/chat/async (job result)", "tag": "judge:plan-04", "was_billable": false, "ops_charged": 0, "monthly_remaining": 493, "monthly_used": 7}
+{"ts": 1786986429.7244859, "iso": "2026-08-17T17:07:09Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986435.5156963, "iso": "2026-08-17T17:07:15Z", "endpoint": "/v1/chat/async (job result)", "tag": "judge:meeting-01", "was_billable": false, "ops_charged": 0, "monthly_remaining": 493, "monthly_used": 7}
+{"ts": 1786986435.98692, "iso": "2026-08-17T17:07:15Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786986447.173411, "iso": "2026-08-17T17:07:27Z", "endpoint": "/v1/chat/async (job result)", "tag": "judge:meeting-02", "was_billable": false, "ops_charged": 0, "monthly_remaining": 493, "monthly_used": 7}
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+{"ts": 1786987309.0506995, "iso": "2026-08-17T17:21:49Z", "endpoint": "/v1/chat/async (job result)", "tag": "edit:meeting-03", "was_billable": true, "ops_charged": 1, "monthly_remaining": 489, "monthly_used": 11}
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+{"ts": 1786987334.5653734, "iso": "2026-08-17T17:22:14Z", "endpoint": "/v1/chat/async (job result)", "tag": "edit:contract-01", "was_billable": true, "ops_charged": 1, "monthly_remaining": 488, "monthly_used": 12}
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+{"ts": 1786987438.3395615, "iso": "2026-08-17T17:23:58Z", "endpoint": "/v1/chat/async (job result)", "tag": "edit:contract-03", "was_billable": true, "ops_charged": 1, "monthly_remaining": 487, "monthly_used": 13}
+{"ts": 1786987484.2231693, "iso": "2026-08-17T17:24:44Z", "endpoint": "", "tag": "", "was_billable": false, "ops_charged": 0, "monthly_remaining": null, "monthly_used": null}
+{"ts": 1786987518.150207, "iso": "2026-08-17T17:25:18Z", "endpoint": "/v1/chat/async (job result)", "tag": "edit:contract-02", "was_billable": true, "ops_charged": 1, "monthly_remaining": 486, "monthly_used": 14}
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+{"ts": 1786987813.1013985, "iso": "2026-08-17T17:30:13Z", "endpoint": "/v1/chat/async (job result)", "tag": "edit:contract-04", "was_billable": true, "ops_charged": 1, "monthly_remaining": 485, "monthly_used": 15}
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/ledger_gemini.jsonl b/extensions/Nojhi3/edit-quality-rubric-study/data/ledger_gemini.jsonl
new file mode 100644
index 00000000..10754fb4
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/ledger_gemini.jsonl
@@ -0,0 +1,14 @@
+{"ts": 1786987167.6439974, "iso": "2026-08-17T17:19:27Z", "case_id": "plan-01", "model": "gemini-3.6-flash", "prompt_tokens": 628, "completion_tokens": 226, "total_tokens": 1392}
+{"ts": 1786987174.4736955, "iso": "2026-08-17T17:19:34Z", "case_id": "plan-02", "model": "gemini-3.6-flash", "prompt_tokens": 645, "completion_tokens": 158, "total_tokens": 1573}
+{"ts": 1786987182.8296356, "iso": "2026-08-17T17:19:42Z", "case_id": "plan-03", "model": "gemini-3.6-flash", "prompt_tokens": 647, "completion_tokens": 220, "total_tokens": 1610}
+{"ts": 1786987188.9480338, "iso": "2026-08-17T17:19:48Z", "case_id": "plan-04", "model": "gemini-3.6-flash", "prompt_tokens": 627, "completion_tokens": 204, "total_tokens": 1587}
+{"ts": 1786987194.7992637, "iso": "2026-08-17T17:19:54Z", "case_id": "meeting-01", "model": "gemini-3.6-flash", "prompt_tokens": 566, "completion_tokens": 221, "total_tokens": 1111}
+{"ts": 1786987204.193714, "iso": "2026-08-17T17:20:04Z", "case_id": "meeting-02", "model": "gemini-3.6-flash", "prompt_tokens": 636, "completion_tokens": 210, "total_tokens": 1775}
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diff --git a/extensions/Nojhi3/edit-quality-rubric-study/data/rubric.json b/extensions/Nojhi3/edit-quality-rubric-study/data/rubric.json
new file mode 100644
index 00000000..803acff3
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/data/rubric.json
@@ -0,0 +1,89 @@
+{
+  "rubric_name": "SuperDocs Edit Quality Rubric (S3)",
+  "version": "1.0",
+  "scale": {
+    "type": "ordinal",
+    "min": 1,
+    "max": 4,
+    "labels": {
+      "1": "Fail",
+      "2": "Poor",
+      "3": "Good",
+      "4": "Excellent"
+    }
+  },
+  "instructions": [
+    "Score each dimension independently on a 1-4 ordinal scale using the anchors below.",
+    "Judge the EDIT, not the source document: score the quality of the change relative to the instruction.",
+    "Give a one-sentence evidence citation per dimension naming the specific passage that justifies the score.",
+    "Where you cannot verify a dimension (e.g., formatting not visible), score honestly and say why in evidence."
+  ],
+  "dimensions": [
+    {
+      "id": "faithfulness",
+      "label": "Faithfulness to instruction",
+      "description": "Did the edit do what the instruction asked, at the scope the instruction implied?",
+      "anchors": {
+        "1": "Did the opposite, ignored the instruction, or edited unrelated content.",
+        "2": "Partial: did some of what was asked but missed required elements or wrong scope.",
+        "3": "Did what was asked with minor gaps or extra unrequested but harmless changes.",
+        "4": "Did exactly and only what the instruction asked, at the correct scope."
+      }
+    },
+    {
+      "id": "fact_accuracy",
+      "label": "Fact accuracy",
+      "description": "Did the edit introduce factual errors: wrong dates, numbers, names, amounts, or invented content?",
+      "anchors": {
+        "1": "Introduced one or more clear factual errors (wrong date/number/name/amount) or fabricated material facts.",
+        "2": "One noticeable factual slip, or a plausible-but-wrong derived value (e.g., arithmetic).",
+        "3": "Factually sound; derived values correct; at most cosmetic wording quibbles.",
+        "4": "Every fact, figure, and derived value is correct and consistent with the source."
+      }
+    },
+    {
+      "id": "content_preservation",
+      "label": "Content preservation",
+      "description": "Did the edit preserve untouched content — nothing lost, duplicated, or silently rewritten outside the instruction's scope?",
+      "anchors": {
+        "1": "Dropped or duplicated substantive content, or rewrote unrelated passages.",
+        "2": "One passage outside scope was altered, or a small amount of content was lost/duplicated.",
+        "3": "All untouched content survives; only trivial wording differences outside scope.",
+        "4": "Everything outside the instructed change is byte-identical to the source."
+      }
+    },
+    {
+      "id": "structural_integrity",
+      "label": "Structural integrity",
+      "description": "Are sections, order, headings, lists, and tables coherent and complete after the edit — no broken numbering, dangling content, or orphaned references?",
+      "anchors": {
+        "1": "Broken structure: misordered sections, broken numbering, orphaned references, or dangling content.",
+        "2": "One structural defect (e.g., one stale cross-reference or inconsistent numbering).",
+        "3": "Structure coherent with only cosmetic inconsistencies.",
+        "4": "Structure is fully coherent: numbering, order, and references all consistent."
+      }
+    },
+    {
+      "id": "formatting_fidelity",
+      "label": "Formatting fidelity",
+      "description": "Did the edit preserve and extend formatting consistently: headings, tables, lists, emphasis — matching the document's existing style?",
+      "anchors": {
+        "1": "Formatting broken or lost: tables flattened, headings degraded, styling inconsistent with the document.",
+        "2": "Noticeable formatting inconsistency introduced in or around the edit.",
+        "3": "Formatting largely consistent; minor style mismatches only.",
+        "4": "Formatting fully consistent: tables intact, headings styled like the rest of the document."
+      }
+    },
+    {
+      "id": "language_quality",
+      "label": "Language quality",
+      "description": "Is the edited prose clear, grammatical, and consistent in tone and terminology with the rest of the document?",
+      "anchors": {
+        "1": "Grammatical errors, unclear phrasing, or tone/terminology that clashes badly.",
+        "2": "Noticeable awkwardness or a terminology mismatch in the edited passage.",
+        "3": "Clear and grammatical with minor stylistic rough edges.",
+        "4": "Clear, grammatical, and indistinguishable in tone and terminology from the original author."
+      }
+    }
+  ]
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/pytest.ini b/extensions/Nojhi3/edit-quality-rubric-study/pytest.ini
new file mode 100644
index 00000000..bfe01536
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/pytest.ini
@@ -0,0 +1,3 @@
+[pytest]
+testpaths = tests
+addopts = -q
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/report/study_report.docx b/extensions/Nojhi3/edit-quality-rubric-study/report/study_report.docx
new file mode 100644
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ze}ErNFZr0~ah>#E9uV+1&wq+2kKvCCFaN@e690xjD#JWxcwC71m*G>=-wc10B_87+
zXN~{G+ok@Ef1E>pOz}AW{+Gf$`~ODcj|m `chat` (POST /v1/chat/async, approval_mode=ask_every_time) -> `approve` (POST /v1/chat/{session}/approve, every proposed change approved atomically) -> `export` (POST /v1/documents/export). Every billable call is in the operation ledger (`data/ledger.jsonl`).
+
+**Rubric.** Six dimensions, ordinal 1-4 with written anchors (see `data/rubric.json`):
+
+- **Faithfulness to instruction** (`faithfulness`) - Did the edit do what the instruction asked, at the scope the instruction implied?
+- **Fact accuracy** (`fact_accuracy`) - Did the edit introduce factual errors: wrong dates, numbers, names, amounts, or invented content?
+- **Content preservation** (`content_preservation`) - Did the edit preserve untouched content — nothing lost, duplicated, or silently rewritten outside the instruction's scope?
+- **Structural integrity** (`structural_integrity`) - Are sections, order, headings, lists, and tables coherent and complete after the edit — no broken numbering, dangling content, or orphaned references?
+- **Formatting fidelity** (`formatting_fidelity`) - Did the edit preserve and extend formatting consistently: headings, tables, lists, emphasis — matching the document's existing style?
+- **Language quality** (`language_quality`) - Is the edited prose clear, grammatical, and consistent in tone and terminology with the rest of the document?
+
+**Cases.**
+
+| case_id | document | difficulty | instruction |
+| --- | --- | --- | --- |
+| plan-01 | project_plan | easy | Assign the database migration owner to Dave. |
+| plan-02 | project_plan | medium | Add a Milestones section after Section 3 listing the three phases (Backend, API, Frontend) with their dates. |
+| plan-03 | project_plan | hard | Rewrite Section 2 (Timeline) to add a 2-day buffer to every date and rename the section to 'Schedule'. |
+| plan-04 | project_plan | ambiguous | Make the plan clearer. |
+| meeting-01 | meeting_notes | easy | Change the attendee list to include Dave. |
+| meeting-02 | meeting_notes | medium | Add a 'Risks' section after the action items that documents the unmitigated database migration delay risk and proposes one mitigation. |
+| meeting-03 | meeting_notes | hard | Restructure the notes so decisions come first, action items second, and attendees last. |
+| contract-01 | service_contract | easy | Update the pricing table: increase the Business plan monthly fee from $49 to $59. |
+| contract-02 | service_contract | medium | Add a 'Data Processing' section after Section 3 with three clauses on GDPR compliance: data ownership, sub-processor approval, and deletion on termination. |
+| contract-03 | service_contract | hard | Move Section 4 (Termination) so it comes before Section 3 (Fees and Payment) and renumber all sections and all cross-references. |
+| contract-04 | service_contract | ambiguous | Make the contract more tenant-friendly. |
+
+**Judges.**
+
+- **Human** - one human rater, judging from the same before/after material, scoring independently.
+- **Automated** - general-purpose LLM, same rubric, blind. A pilot finding: SuperDocs' own chat model is an editing assistant and does not reliably emit JSON scores (see README), so the judge defaults to an external LLM and the token spend is recorded separately.
+
+## 3. Budget guard (stated before the run)
+
+The full-study cap was stated before any run: **60 operations**. Each edit bills 1 operation, so a full run expects ~1 edit operation per case plus any re-runs (re-runs are visible in the ledger below). Automated judging uses a separate external-LLM ledger (`data/ledger_gemini.jsonl`, token spend, 0 SuperDocs operations). Reads, uploads, approvals, and exports bill 0. Every call is recorded in `data/ledger.jsonl`.
+
+## 4. Actual spend
+
+**Spent: 12 operations** (cap 60). Billable calls: 12 of 56 recorded.
+
+| time (UTC) | endpoint | tag | billable | ops | remaining |
+| --- | --- | --- | --- | --- | --- |
+| 2026-08-17T17:01:33Z |  |  | False | 0 | None |
+| 2026-08-17T17:03:04Z |  |  | False | 0 | None |
+| 2026-08-17T17:03:21Z | /v1/chat/async (job result) | edit:plan-01 | True | 1 | 498 |
+| 2026-08-17T17:03:24Z |  |  | False | 0 | None |
+| 2026-08-17T17:03:35Z | /v1/chat/async (job result) | edit:plan-02 | True | 1 | 497 |
+| 2026-08-17T17:03:38Z |  |  | False | 0 | None |
+| 2026-08-17T17:04:11Z | /v1/chat/async (job result) | edit:plan-03 | True | 1 | 496 |
+| 2026-08-17T17:04:15Z |  |  | False | 0 | None |
+| 2026-08-17T17:04:44Z | /v1/chat/async (job result) | edit:plan-04 | True | 1 | 495 |
+| 2026-08-17T17:04:47Z |  |  | False | 0 | None |
+| 2026-08-17T17:05:04Z | /v1/chat/async (job result) | edit:meeting-01 | True | 1 | 494 |
+| 2026-08-17T17:05:06Z |  |  | False | 0 | None |
+| 2026-08-17T17:05:30Z | /v1/chat/async (job result) | edit:meeting-02 | True | 1 | 493 |
+| 2026-08-17T17:06:17Z |  |  | False | 0 | None |
+| 2026-08-17T17:06:23Z | /v1/chat/async (job result) | judge:plan-01 | False | 0 | 493 |
+| 2026-08-17T17:06:23Z |  |  | False | 0 | None |
+| 2026-08-17T17:06:34Z | /v1/chat/async (job result) | judge:plan-02 | False | 0 | 493 |
+| 2026-08-17T17:06:35Z |  |  | False | 0 | None |
+| 2026-08-17T17:06:57Z | /v1/chat/async (job result) | judge:plan-03 | False | 0 | 493 |
+| 2026-08-17T17:06:58Z |  |  | False | 0 | None |
+| 2026-08-17T17:07:09Z | /v1/chat/async (job result) | judge:plan-04 | False | 0 | 493 |
+| 2026-08-17T17:07:09Z |  |  | False | 0 | None |
+| 2026-08-17T17:07:15Z | /v1/chat/async (job result) | judge:meeting-01 | False | 0 | 493 |
+| 2026-08-17T17:07:15Z |  |  | False | 0 | None |
+| 2026-08-17T17:07:27Z | /v1/chat/async (job result) | judge:meeting-02 | False | 0 | 493 |
+| 2026-08-17T17:09:34Z | /v1/chat | chat_sync:eqr_j_plan-01_1786986569 | False | 0 | 493 |
+| 2026-08-17T17:09:41Z | /v1/chat | chat_sync:eqr_j_plan-02_1786986574 | False | 0 | 493 |
+| 2026-08-17T17:09:46Z | /v1/chat | chat_sync:eqr_j_plan-03_1786986581 | False | 0 | 493 |
+| 2026-08-17T17:09:51Z | /v1/chat | chat_sync:eqr_j_plan-04_1786986586 | False | 0 | 493 |
+| 2026-08-17T17:09:56Z | /v1/chat | chat_sync:eqr_j_meeting-01_1786986591 | False | 0 | 493 |
+| 2026-08-17T17:10:03Z | /v1/chat | chat_sync:eqr_j_meeting-02_1786986596 | False | 0 | 493 |
+| 2026-08-17T17:13:49Z | /v1/chat | chat_sync:eqr_j_plan-01_1786986822 | False | 0 | 491 |
+| 2026-08-17T17:13:56Z | /v1/chat | chat_sync:eqr_j_plan-02_1786986829 | False | 0 | 491 |
+| 2026-08-17T17:14:06Z | /v1/chat | chat_sync:eqr_j_plan-03_1786986836 | False | 0 | 491 |
+| 2026-08-17T17:14:13Z | /v1/chat | chat_sync:eqr_j_plan-04_1786986846 | False | 0 | 491 |
+| 2026-08-17T17:14:23Z | /v1/chat | chat_sync:eqr_j_meeting-01_1786986853 | False | 0 | 491 |
+| 2026-08-17T17:14:29Z | /v1/chat | chat_sync:eqr_j_meeting-02_1786986863 | False | 0 | 491 |
+| 2026-08-17T17:15:50Z | /v1/chat | chat_sync:eqr_j_plan-01_1786986944 | False | 0 | 491 |
+| 2026-08-17T17:15:57Z | /v1/chat | chat_sync:eqr_j_plan-02_1786986950 | False | 0 | 491 |
+| 2026-08-17T17:16:01Z | /v1/chat | chat_sync:eqr_j_plan-03_1786986957 | False | 0 | 491 |
+| 2026-08-17T17:16:07Z | /v1/chat | chat_sync:eqr_j_plan-04_1786986961 | False | 0 | 491 |
+| 2026-08-17T17:16:13Z | /v1/chat | chat_sync:eqr_j_meeting-01_1786986967 | False | 0 | 491 |
+| 2026-08-17T17:16:25Z | /v1/chat | chat_sync:eqr_j_meeting-02_1786986973 | False | 0 | 491 |
+| 2026-08-17T17:20:44Z |  |  | False | 0 | None |
+| 2026-08-17T17:21:19Z | /v1/chat/async (job result) | edit:plan-04 | True | 1 | 490 |
+| 2026-08-17T17:21:21Z |  |  | False | 0 | None |
+| 2026-08-17T17:21:49Z | /v1/chat/async (job result) | edit:meeting-03 | True | 1 | 489 |
+| 2026-08-17T17:21:52Z |  |  | False | 0 | None |
+| 2026-08-17T17:22:14Z | /v1/chat/async (job result) | edit:contract-01 | True | 1 | 488 |
+| 2026-08-17T17:22:17Z |  |  | False | 0 | None |
+| 2026-08-17T17:23:25Z |  |  | False | 0 | None |
+| 2026-08-17T17:23:58Z | /v1/chat/async (job result) | edit:contract-03 | True | 1 | 487 |
+| 2026-08-17T17:24:44Z |  |  | False | 0 | None |
+| 2026-08-17T17:25:18Z | /v1/chat/async (job result) | edit:contract-02 | True | 1 | 486 |
+| 2026-08-17T17:29:44Z |  |  | False | 0 | None |
+| 2026-08-17T17:30:13Z | /v1/chat/async (job result) | edit:contract-04 | True | 1 | 485 |
+
+## 5. Scores
+
+Human and automated scores per case and dimension (1=Fail ... 4=Excellent):
+
+| case | difficulty | dim | human | auto | diff |
+| --- | --- | --- | --- | --- | --- |
+| plan-01 | easy | (total) | 24/24 | 24/24 | |
+| plan-01 | | faithfulness | 4 | 4 | +0 |
+| plan-01 | | fact_accuracy | 4 | 4 | +0 |
+| plan-01 | | content_preservation | 4 | 4 | +0 |
+| plan-01 | | structural_integrity | 4 | 4 | +0 |
+| plan-01 | | formatting_fidelity | 4 | 4 | +0 |
+| plan-01 | | language_quality | 4 | 4 | +0 |
+| plan-02 | medium | (total) | 18/24 | 21/24 | |
+| plan-02 | | faithfulness | 1 | 1 | +0 |
+| plan-02 | | fact_accuracy | 1 | 4 | -3 |
+| plan-02 | | content_preservation | 4 | 4 | +0 |
+| plan-02 | | structural_integrity | 4 | 4 | +0 |
+| plan-02 | | formatting_fidelity | 4 | 4 | +0 |
+| plan-02 | | language_quality | 4 | 4 | +0 |
+| plan-03 | hard | (total) | 22/24 | 20/24 | |
+| plan-03 | | faithfulness | 2 | 2 | +0 |
+| plan-03 | | fact_accuracy | 4 | 2 | +2 |
+| plan-03 | | content_preservation | 4 | 4 | +0 |
+| plan-03 | | structural_integrity | 4 | 4 | +0 |
+| plan-03 | | formatting_fidelity | 4 | 4 | +0 |
+| plan-03 | | language_quality | 4 | 4 | +0 |
+| plan-04 | ambiguous | (total) | 18/24 | 24/24 | |
+| plan-04 | | faithfulness | 4 | 4 | +0 |
+| plan-04 | | fact_accuracy | 4 | 4 | +0 |
+| plan-04 | | content_preservation | 4 | 4 | +0 |
+| plan-04 | | structural_integrity | 1 | 4 | -3 |
+| plan-04 | | formatting_fidelity | 1 | 4 | -3 |
+| plan-04 | | language_quality | 4 | 4 | +0 |
+| meeting-01 | easy | (total) | 24/24 | 24/24 | |
+| meeting-01 | | faithfulness | 4 | 4 | +0 |
+| meeting-01 | | fact_accuracy | 4 | 4 | +0 |
+| meeting-01 | | content_preservation | 4 | 4 | +0 |
+| meeting-01 | | structural_integrity | 4 | 4 | +0 |
+| meeting-01 | | formatting_fidelity | 4 | 4 | +0 |
+| meeting-01 | | language_quality | 4 | 4 | +0 |
+| meeting-02 | medium | (total) | 18/24 | 21/24 | |
+| meeting-02 | | faithfulness | 2 | 2 | +0 |
+| meeting-02 | | fact_accuracy | 3 | 4 | -1 |
+| meeting-02 | | content_preservation | 4 | 4 | +0 |
+| meeting-02 | | structural_integrity | 2 | 3 | -1 |
+| meeting-02 | | formatting_fidelity | 3 | 4 | -1 |
+| meeting-02 | | language_quality | 4 | 4 | +0 |
+| meeting-03 | hard | (total) | 19/24 | 22/24 | |
+| meeting-03 | | faithfulness | 1 | 2 | -1 |
+| meeting-03 | | fact_accuracy | 4 | 4 | +0 |
+| meeting-03 | | content_preservation | 4 | 4 | +0 |
+| meeting-03 | | structural_integrity | 2 | 4 | -2 |
+| meeting-03 | | formatting_fidelity | 4 | 4 | +0 |
+| meeting-03 | | language_quality | 4 | 4 | +0 |
+| contract-01 | easy | (total) | 24/24 | 21/24 | |
+| contract-01 | | faithfulness | 4 | 1 | +3 |
+| contract-01 | | fact_accuracy | 4 | 4 | +0 |
+| contract-01 | | content_preservation | 4 | 4 | +0 |
+| contract-01 | | structural_integrity | 4 | 4 | +0 |
+| contract-01 | | formatting_fidelity | 4 | 4 | +0 |
+| contract-01 | | language_quality | 4 | 4 | +0 |
+| contract-02 | medium | (total) | 24/24 | 23/24 | |
+| contract-02 | | faithfulness | 4 | 4 | +0 |
+| contract-02 | | fact_accuracy | 4 | 4 | +0 |
+| contract-02 | | content_preservation | 4 | 4 | +0 |
+| contract-02 | | structural_integrity | 4 | 3 | +1 |
+| contract-02 | | formatting_fidelity | 4 | 4 | +0 |
+| contract-02 | | language_quality | 4 | 4 | +0 |
+| contract-03 | hard | (total) | 24/24 | 24/24 | |
+| contract-03 | | faithfulness | 4 | 4 | +0 |
+| contract-03 | | fact_accuracy | 4 | 4 | +0 |
+| contract-03 | | content_preservation | 4 | 4 | +0 |
+| contract-03 | | structural_integrity | 4 | 4 | +0 |
+| contract-03 | | formatting_fidelity | 4 | 4 | +0 |
+| contract-03 | | language_quality | 4 | 4 | +0 |
+| contract-04 | ambiguous | (total) | 15/24 | 18/24 | |
+| contract-04 | | faithfulness | 3 | 4 | -1 |
+| contract-04 | | fact_accuracy | 4 | 2 | +2 |
+| contract-04 | | content_preservation | 1 | 3 | -2 |
+| contract-04 | | structural_integrity | 1 | 2 | -1 |
+| contract-04 | | formatting_fidelity | 3 | 4 | -1 |
+| contract-04 | | language_quality | 3 | 3 | +0 |
+
+## 6. Inter-rater agreement (human vs automated)
+
+**Overall:** percent exact agreement 75.8% over 66 judgments (11 cases x 6 dimensions); Cohen's kappa **0.339** (95% CI [0.126, 0.541]); linear-weighted kappa **0.405**.
+
+Per dimension:
+
+| dimension | n | % exact | kappa | kappa 95% CI | band | weighted kappa |
+| --- | --- | --- | --- | --- | --- | --- |
+| Faithfulness to instruction | 11 | 72.7% | 0.56 | [0.096, 1.0] | moderate | 0.645 |
+| Fact accuracy | 11 | 63.6% | -0.1 | [-0.185, 0.0] | poor | -0.158 |
+| Content preservation | 11 | 90.9% | 0.476 | [0.421, 1.0] | moderate | 0.476 |
+| Structural integrity | 11 | 54.5% | 0.127 | [-0.112, 0.389] | slight | 0.279 |
+| Formatting fidelity | 11 | 72.7% | 0.0 | [0.0, 1.0] | slight | 0.0 |
+| Language quality | 11 | 100.0% | 1.0 | [1.0, 1.0] | almost perfect | 1.0 |
+
+Score distribution per rater (count of 1-4 judgments):
+
+| score | human | auto |
+| --- | --- | --- |
+| 1 | 7 | 2 |
+| 2 | 4 | 6 |
+| 3 | 5 | 4 |
+| 4 | 50 | 54 |
+
+Confusion matrices per dimension (rows = human, columns = automated; diagonal cells are exact agreements):
+
+**Faithfulness to instruction** (`faithfulness`)
+
+| human \ auto | 1 | 2 | 3 | 4 |
+| --- | --- | --- | --- | --- |
+| 1 | 1 | 1 | 0 | 0 |
+| 2 | 0 | 2 | 0 | 0 |
+| 3 | 0 | 0 | 0 | 1 |
+| 4 | 1 | 0 | 0 | 5 |
+
+**Fact accuracy** (`fact_accuracy`)
+
+| human \ auto | 1 | 2 | 3 | 4 |
+| --- | --- | --- | --- | --- |
+| 1 | 0 | 0 | 0 | 1 |
+| 2 | 0 | 0 | 0 | 0 |
+| 3 | 0 | 0 | 0 | 1 |
+| 4 | 0 | 2 | 0 | 7 |
+
+**Content preservation** (`content_preservation`)
+
+| human \ auto | 1 | 2 | 3 | 4 |
+| --- | --- | --- | --- | --- |
+| 1 | 0 | 0 | 1 | 0 |
+| 2 | 0 | 0 | 0 | 0 |
+| 3 | 0 | 0 | 0 | 0 |
+| 4 | 0 | 0 | 0 | 10 |
+
+**Structural integrity** (`structural_integrity`)
+
+| human \ auto | 1 | 2 | 3 | 4 |
+| --- | --- | --- | --- | --- |
+| 1 | 0 | 1 | 0 | 1 |
+| 2 | 0 | 0 | 1 | 1 |
+| 3 | 0 | 0 | 0 | 0 |
+| 4 | 0 | 0 | 1 | 6 |
+
+**Formatting fidelity** (`formatting_fidelity`)
+
+| human \ auto | 1 | 2 | 3 | 4 |
+| --- | --- | --- | --- | --- |
+| 1 | 0 | 0 | 0 | 1 |
+| 2 | 0 | 0 | 0 | 0 |
+| 3 | 0 | 0 | 0 | 2 |
+| 4 | 0 | 0 | 0 | 8 |
+
+**Language quality** (`language_quality`)
+
+| human \ auto | 1 | 2 | 3 | 4 |
+| --- | --- | --- | --- | --- |
+| 1 | 0 | 0 | 0 | 0 |
+| 2 | 0 | 0 | 0 | 0 |
+| 3 | 0 | 0 | 1 | 0 |
+| 4 | 0 | 0 | 0 | 10 |
+
+
+## 7. Disagreement review (where the automated judge is unreliable)
+
+8 judgments disagreed by 2+ scale points. Each row cites both raters' evidence.
+
+### contract-01 / `faithfulness` - human 4 vs auto 1 (diff +3)
+*Difficulty: easy*
+- Instruction: Update the pricing table: increase the Business plan monthly fee from $49 to $59.
+- Human evidence: 
+- Auto evidence: The edited document is identical to the source document; the instruction to update the Business plan monthly fee from $49 to $59 was ignored.
+
+### plan-02 / `fact_accuracy` - human 1 vs auto 4 (diff -3)
+*Difficulty: medium*
+- Instruction: Add a Milestones section after Section 3 listing the three phases (Backend, API, Frontend) with their dates.
+- Human evidence: 
+- Auto evidence: No factual errors were introduced into the text.
+
+### plan-04 / `structural_integrity` - human 1 vs auto 4 (diff -3)
+*Difficulty: ambiguous*
+- Instruction: Make the plan clearer.
+- Human evidence: Headings were changed
+- Auto evidence: The overall document structure and section order remain completely intact.
+
+### plan-04 / `formatting_fidelity` - human 1 vs auto 4 (diff -3)
+*Difficulty: ambiguous*
+- Instruction: Make the plan clearer.
+- Human evidence: In section 3, it used inconsistent formatting
+- Auto evidence: Markdown list structure and basic formatting are preserved and clear throughout.
+
+### contract-04 / `fact_accuracy` - human 4 vs auto 2 (diff +2)
+*Difficulty: ambiguous*
+- Instruction: Make the contract more tenant-friendly.
+- Human evidence: 
+- Auto evidence: Introduced direct internal contradictions regarding timeline facts: Section 2.1 requires 30 days' notice for non-renewal while Section 2.2 specifies 60 days; Section 3.1 sets payment due date at 30 days post-receipt while Section 3.2 keeps the 14-day limit.
+
+### contract-04 / `content_preservation` - human 1 vs auto 3 (diff -2)
+*Difficulty: ambiguous*
+- Instruction: Make the contract more tenant-friendly.
+- Human evidence: 
+- Auto evidence: Rather than editing existing clauses cleanly, the edit retained conflicting original statements alongside new additions (e.g., leaving Section 3.2 intact while adding conflicting payment terms to Section 3.1).
+
+### meeting-03 / `structural_integrity` - human 2 vs auto 4 (diff -2)
+*Difficulty: hard*
+- Instruction: Restructure the notes so decisions come first, action items second, and attendees last.
+- Human evidence: 
+- Auto evidence: The document structure is clean and coherent without broken elements.
+
+### plan-03 / `fact_accuracy` - human 4 vs auto 2 (diff +2)
+*Difficulty: hard*
+- Instruction: Rewrite Section 2 (Timeline) to add a 2-day buffer to every date and rename the section to 'Schedule'.
+- Human evidence: 
+- Auto evidence: The dates were not shifted by 2 days as required (August 10, 20, and September 05 remained unadjusted instead of August 12, 22, and September 07).
+
+## 8. Honest limitations
+
+- **Small sample.** This is a small-sample study by design (budget guard first). Kappa 95% CIs are wide and must not be read as precise estimates.
+- **Single human rater.** Agreement here is human-1 vs auto, not a gold standard; human-human agreement would need a second rater.
+- **Sparse human evidence.** The human rater recorded written evidence for only a few dimensions (plan-04); most disagreement rows therefore carry only the automated judge's evidence. Score differences are still reviewable from the before/after material in `data/edits/`.
+- **Ordinal scale ceiling.** Dimensions on which every case scores 3-4 (or 1-2) compress kappa even when raters agree on ranking; weighted kappa partially compensates.
+- **Blindness limits.** The automated judge sees text; visual formatting regressions in the final rendered file may not be visible to it - treated honestly per dimension in the evidence.
+
+## 9. Reproduce
+
+```bash
+pip install -r requirements.txt
+python scripts/run_study.py --small   # or --full; cap enforced in app/budget.py
+uvicorn app.main:app                   # judge UI at /judge, report at /report
+```
+
+Every artifact is on disk: `data/edits//` (upload, pending changes, approve, job result, before/after HTML, exported docx) and `data/judgments/` (score sheets).
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/report/study_report.pdf b/extensions/Nojhi3/edit-quality-rubric-study/report/study_report.pdf
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diff --git a/extensions/Nojhi3/edit-quality-rubric-study/requirements-dev.txt b/extensions/Nojhi3/edit-quality-rubric-study/requirements-dev.txt
new file mode 100644
index 00000000..8f004bd3
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/requirements-dev.txt
@@ -0,0 +1,2 @@
+pytest>=8.0
+httpx>=0.27
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/requirements.txt b/extensions/Nojhi3/edit-quality-rubric-study/requirements.txt
new file mode 100644
index 00000000..f161b40a
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/requirements.txt
@@ -0,0 +1,5 @@
+fastapi>=0.110
+uvicorn>=0.29
+requests>=2.31
+python-dotenv>=1.0
+pydantic>=2.0
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/scripts/run_small_sample.py b/extensions/Nojhi3/edit-quality-rubric-study/scripts/run_small_sample.py
new file mode 100644
index 00000000..2941dbfc
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/scripts/run_small_sample.py
@@ -0,0 +1,29 @@
+"""Small-sample run: 6 cases, budget cap stated before the run, actual spend printed."""
+import sys
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
+
+from app.budget import BudgetGuard
+from app.pipeline import EditRunner, load_cases
+from app.superdocs_client import SuperDocsClient
+
+CAP = 60
+budget = BudgetGuard(cap_ops=CAP)
+client = SuperDocsClient(budget=budget)
+cases = load_cases()[:6]
+
+print(f"CAP STATED BEFORE THIS RUN: {CAP} operations")
+print(f"Estimated cost: {len(cases)} edits x 1 op + retries <= ~{len(cases) + 4} ops")
+print(f"Cases: {[c['case_id'] for c in cases]}")
+print("Starting edit pipeline...")
+
+runner = EditRunner(client)
+summary = runner.run_all([c["case_id"] for c in cases])
+for r in summary["results"]:
+    print(f"  {r['case_id']}: {r['status']} pending_changes={r.get('pending_change_count')}")
+
+print()
+print("ACTUAL SPEND:", budget.report()["spent_ops"], "ops")
+for f in summary["failed"]:
+    print("FAILED:", f)
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/scripts/run_study.py b/extensions/Nojhi3/edit-quality-rubric-study/scripts/run_study.py
new file mode 100644
index 00000000..61bdfa12
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/scripts/run_study.py
@@ -0,0 +1,144 @@
+"""Run the study end to end with budget-guard discipline.
+
+Usage:
+    python scripts/run_study.py --small          # 6 cases (budget-conscious demo)
+    python scripts/run_study.py --full           # all 11 cases
+    python scripts/run_study.py --edits plan-01  # only the edit pipeline
+    python scripts/run_study.py --judge-auto     # only the automated judge
+    python scripts/run_study.py --report         # assemble + export the report
+
+Cap: stated before every run; enforced per billable call in app/budget.py.
+Actual spend is printed after every step.
+"""
+
+import argparse
+import json
+import sys
+import time
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
+
+from app import config  # noqa: E402
+from app.budget import BudgetGuard  # noqa: E402
+from app.judges import get_judge, load_score_sheets  # noqa: E402
+from app.pipeline import EditRunner, load_cases  # noqa: E402
+from app.report import build_report  # noqa: E402
+from app.superdocs_client import SuperDocsClient  # noqa: E402
+
+
+def print_budget(label: str):
+    report = BudgetGuard().report()
+    print(f"[budget] {label}: spent {report['spent_ops']}/{report['cap_ops']} ops "
+          f"({report['billable_calls']} billable calls)")
+
+
+def main():
+    parser = argparse.ArgumentParser(description="Edit-Quality Rubric study runner")
+    parser.add_argument("--small", action="store_true", help="small-sample: first 6 cases")
+    parser.add_argument("--full", action="store_true", help="full run: all cases")
+    parser.add_argument("--edits", nargs="*", default=None, help="only run edit pipeline for these case_ids")
+    parser.add_argument("--judge-auto", nargs="*", default=None, help="only run automated judge (no ids = small sample)")
+    parser.add_argument("--report", action="store_true", help="assemble report and export via SuperDocs")
+    parser.add_argument("--cap", type=int, default=None, help="override budget cap (ops)")
+    args = parser.parse_args()
+
+    budget = BudgetGuard(cap_ops=args.cap) if args.cap is not None else BudgetGuard()
+    client = SuperDocsClient(budget=budget)
+
+    cases = load_cases()
+    if args.small:
+        selected = [c["case_id"] for c in cases[: config.SMALL_SAMPLE_CASES]]
+    elif args.full:
+        selected = [c["case_id"] for c in cases]
+    else:
+        selected = None
+
+    print("=" * 72)
+    print("EDIT-QUALITY RUBRIC + HUMAN-vs-AUTO AGREEMENT STUDY")
+    print("=" * 72)
+    print(f"Cap stated before this run: {budget.cap_ops} operations.")
+    whoami = client.account_status()
+    quota = whoami.get("quota") or {}
+    print(f"Account: {whoami.get('account_id', '?')} | tier: {whoami.get('tier', '?')} | "
+          f"remaining ops: {quota.get('remaining', '?')} | used: {quota.get('used', '?')}")
+    print(f"Cases selected: {selected or 'all'}")
+    print()
+
+    if args.edits is not None:
+        ids = args.edits or selected
+        print(f">>> EDIT PIPELINE for {ids}")
+        t0 = time.time()
+        summary = EditRunner(client).run_all(ids)
+        print(f">>> done in {time.time() - t0:.0f}s "
+              f"({sum(1 for r in summary['results'] if r['status'] == 'completed')} completed, "
+              f"{len(summary['failed'])} failed)")
+        for f in summary["failed"]:
+            print("    failed:", f)
+        print_budget("after edits")
+        return
+
+    if args.judge_auto is not None:
+        ids = args.judge_auto or selected
+        print(f">>> AUTOMATED JUDGE for {ids} (provider={config.JUDGE_PROVIDER})")
+        t0 = time.time()
+        summary = get_judge().judge_all(ids)
+        print(f">>> done in {time.time() - t0:.0f}s "
+              f"({sum(1 for r in summary['results'] if r['status'] == 'completed')} judged, "
+              f"{len(summary['failed'])} failed)")
+        for f in summary["failed"]:
+            print("    failed:", f)
+        print_budget("after auto judge")
+        return
+
+    if args.report:
+        md = build_report(budget)
+        out = config.REPORT_DIR / "study_report.md"
+        out.write_text(md, encoding="utf-8")
+        print(f">>> report written to {out}")
+        print_budget("after report")
+        return
+
+    if not selected:
+        parser.print_help()
+        return
+
+    print(f">>> EDIT PIPELINE ({len(selected)} cases)")
+    t0 = time.time()
+    summary = EditRunner(client).run_all(selected)
+    ok = sum(1 for r in summary["results"] if r["status"] == "completed")
+    print(f">>> edits done in {time.time() - t0:.0f}s: {ok}/{len(selected)} completed")
+    for f in summary["failed"]:
+        print("    failed:", f)
+    print_budget("after edits")
+    print()
+
+    print(">>> HUMAN JUDGING")
+    print("Open the judge UI:  uvicorn app.main:app  ->  http://127.0.0.1:8000/judge")
+    print("Score every completed case, then press Enter here to continue with the auto judge.")
+    input("Press Enter when human scores are saved...")
+
+    print()
+    print(f">>> AUTOMATED JUDGE ({len(selected)} cases, provider={config.JUDGE_PROVIDER})")
+    t0 = time.time()
+    summary = get_judge().judge_all(selected)
+    print(f">>> done in {time.time() - t0:.0f}s "
+          f"({sum(1 for r in summary['results'] if r['status'] == 'completed')} judged)")
+    for f in summary["failed"]:
+        print("    failed:", f)
+    print_budget("after auto judge")
+    print()
+
+    human, auto = load_score_sheets("human"), load_score_sheets("auto")
+    print(f">>> sheets: human={len(human)} auto={len(auto)}")
+
+    md = build_report(budget)
+    out = config.REPORT_DIR / "study_report.md"
+    out.write_text(md, encoding="utf-8")
+    print(f">>> report written to {out}")
+    print_budget("final")
+    print("Next: export the report through SuperDocs with --report-export or the API.")
+
+
+if __name__ == "__main__":
+    main()
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/scripts/selftest.py b/extensions/Nojhi3/edit-quality-rubric-study/scripts/selftest.py
new file mode 100644
index 00000000..d435cb83
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/scripts/selftest.py
@@ -0,0 +1,201 @@
+"""Offline integrity self-check for the study (no API calls, no spend).
+
+Verifies: rubric schema, case definitions, edit artifacts for every case,
+both raters' score sheets, statistics correctness on hand-derived examples,
+Landis-Koch band edges, report rendering, exported files, ledger sanity,
+and that no real API keys are committed anywhere except .env.
+
+Run:  python scripts/selftest.py   (exit 0 = all checks pass)
+"""
+
+import json
+import re
+import sys
+import zipfile
+from pathlib import Path
+
+if hasattr(sys.stdout, "reconfigure"):
+    sys.stdout.reconfigure(encoding="utf-8")
+    sys.stderr.reconfigure(encoding="utf-8")
+
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
+
+from app import config  # noqa: E402
+from app.analysis import band, cohens_kappa, percent_agreement  # noqa: E402
+from app.budget import BudgetGuard  # noqa: E402
+from app.judges import load_score_sheets  # noqa: E402
+from app.pipeline import load_cases  # noqa: E402
+from app.report import _md_to_html, build_report  # noqa: E402
+from app.rubric import DIMENSION_IDS, load_rubric, valid_score  # noqa: E402
+
+FAILURES = []
+
+
+def check(label: str, ok: bool, detail: str = ""):
+    status = "PASS" if ok else "FAIL"
+    print(f"[{status}] {label}" + (f"  ({detail})" if detail else ""))
+    if not ok:
+        FAILURES.append(label)
+
+
+def load_env_keys() -> dict:
+    env = {}
+    path = config.BASE_DIR / ".env"
+    if path.exists():
+        for line in path.read_text(encoding="utf-8").splitlines():
+            line = line.strip()
+            if line and not line.startswith("#") and "=" in line:
+                k, v = line.split("=", 1)
+                env[k.strip()] = v.strip().strip('"').strip("'")
+    return env
+
+
+def main() -> int:
+    print("Edit-Quality Rubric study self-check\n")
+
+    # --- rubric schema -----------------------------------------------------
+    rubric = load_rubric()
+    dims = rubric["dimensions"]
+    check("rubric has exactly 6 dimensions", len(dims) == 6)
+    check("rubric dimension ids match DIMENSION_IDS",
+          [d["id"] for d in dims] == DIMENSION_IDS)
+    for d in dims:
+        anchors = d.get("anchors", {})
+        check(f"rubric {d['id']} has anchors 1-4",
+              all(str(s) in anchors and anchors[str(s)].strip() for s in range(1, 5)))
+
+    # --- cases --------------------------------------------------------------
+    cases = load_cases()
+    check("11 cases defined", len(cases) == 11, str(len(cases)))
+    for c in cases:
+        corpus_file = config.CORPUS_DIR / c["doc_file"]
+        check(f"case {c['case_id']} corpus file exists", corpus_file.exists(), c["doc_file"])
+
+    # --- edit artifacts ------------------------------------------------------
+    for c in cases:
+        cid = c["case_id"]
+        d = config.EDITS_DIR / cid
+        needed = ["before.md", "before.html", "after.md", "after.html", "after.docx",
+                  "record.json", "job_final.json", "pending_changes.json", "upload.json"]
+        missing = [f for f in needed if not (d / f).exists()]
+        check(f"case {cid} has all edit artifacts", not missing, ",".join(missing) or "ok")
+        rec_path = d / "record.json"
+        if rec_path.exists():
+            rec = json.loads(rec_path.read_text(encoding="utf-8"))
+            check(f"case {cid} record completed", rec.get("status") == "completed", rec.get("status", "?"))
+            noop = ((rec.get("steps") or {}).get("approve") or {}).get("note")
+            noop = noop and "no pending changes" in noop
+        else:
+            noop = False
+        before_txt = (d / "before.md").read_text(encoding="utf-8") if (d / "before.md").exists() else None
+        after_txt = (d / "after.md").read_text(encoding="utf-8") if (d / "after.md").exists() else None
+        if before_txt is None or after_txt is None:
+            check(f"case {cid} edited doc differs from source", True, "missing md")
+        elif noop:
+            check(f"case {cid} is the no-op case (docs identical)", before_txt == after_txt)
+        else:
+            check(f"case {cid} edited doc differs from source", before_txt != after_txt)
+
+    # --- score sheets ---------------------------------------------------------
+    human, auto = load_score_sheets("human"), load_score_sheets("auto")
+    check("11 human sheets", len(human) == 11, str(len(human)))
+    check("11 auto sheets", len(auto) == 11, str(len(auto)))
+    check("human and auto cover the same cases", set(human) == set(auto))
+    expected = {c["case_id"] for c in cases}
+    check("sheets cover exactly the study cases", set(human) == expected)
+    for cid, sheet in human.items():
+        bad = [d for d, s in sheet["scores"].items() if not valid_score(s)]
+        check(f"human sheet {cid} has valid 1-4 scores for all dims", not bad, ",".join(bad) or "ok")
+    for cid, sheet in auto.items():
+        bad = [d for d, s in sheet["scores"].items() if not valid_score(s)]
+        check(f"auto sheet {cid} has valid 1-4 scores for all dims", not bad, ",".join(bad) or "ok")
+        check(f"auto sheet {cid} records provider/model",
+              bool(sheet.get("provider")) and bool(sheet.get("model")))
+
+    # --- statistics on hand-derived examples -----------------------------------
+    perfect = [(1, 1), (2, 2), (3, 3), (4, 4)]
+    check("kappa perfect agreement = 1.0", cohens_kappa(perfect) == 1.0)
+    check("kappa random agreement = 0.0", cohens_kappa([(1, 1), (2, 1), (1, 2), (2, 2)]) == 0.0)
+    unbalanced = [(1, 1), (1, 1), (1, 2), (2, 1)]
+    check("kappa unbalanced ≈ -1/3",
+          abs(cohens_kappa(unbalanced) - (-1.0 / 3.0)) < 1e-9,
+          str(cohens_kappa(unbalanced)))
+    check("kappa single category = 1.0", cohens_kappa([(4, 4), (4, 4)]) == 1.0)
+    check("percent agreement = 0.75", percent_agreement([(1, 1), (2, 2), (3, 3), (4, 2)]) == 0.75)
+    edge = [
+        (0.81, "almost perfect"), (0.61, "substantial"), (0.607, "moderate"),
+        (0.41, "moderate"), (0.409, "fair"), (0.21, "fair"), (0.209, "slight"),
+        (0.0, "slight"), (-0.01, "poor"),
+    ]
+    for value, label in edge:
+        check(f"band({value}) = {label}", band(value) == label)
+
+    # --- report ----------------------------------------------------------------
+    md = build_report()
+    for marker in ("## 1.", "## 4. Actual spend", "## 6. Inter-rater agreement",
+                   "## 7. Disagreement review", "Cohen's kappa"):
+        check(f"report contains '{marker}'", marker in md)
+    check("report contains 'Confusion matrices'", "Confusion matrices" in md)
+    html_out = _md_to_html(md)
+    check("html conversion contains tables", "" in html_out)
+    check("html conversion has no stray bold markers", "**" not in html_out)
+
+    # --- exported files ----------------------------------------------------------
+    pdf = config.REPORT_DIR / "study_report.pdf"
+    docx = config.REPORT_DIR / "study_report.docx"
+    check("study_report.pdf exists", pdf.exists())
+    check("study_report.docx exists", docx.exists())
+    if pdf.exists():
+        head = pdf.read_bytes()[:5]
+        check("pdf is a real PDF", head == b"%PDF-")
+    if docx.exists():
+        ok_docx = zipfile.is_zipfile(docx)
+        has_doc = False
+        if ok_docx:
+            with zipfile.ZipFile(docx) as z:
+                has_doc = "word/document.xml" in z.namelist()
+        check("docx is a real OOXML package with document.xml", ok_docx and has_doc)
+
+    # --- ledger -------------------------------------------------------------------
+    guard = BudgetGuard()
+    rows = guard.load_ledger()
+    spent = sum(int(r.get("ops_charged", 0)) for r in rows)
+    check("ledger spend == sum of ops_charged", guard.total_spend() == spent)
+    check("no negative ops charged", all(int(r.get("ops_charged", 0)) >= 0 for r in rows))
+    check("spend within stated cap", spent <= guard.cap_ops, f"{spent} <= {guard.cap_ops}")
+    billable = [r for r in rows if r.get("was_billable")]
+    check("every billable call charged >= 1 op",
+          all(int(r.get("ops_charged", 0)) >= 1 for r in billable))
+    print(f"      ledger: {len(rows)} entries, {len(billable)} billable, {spent} ops spent")
+
+    # --- no committed secrets ---------------------------------------------------------
+    env = load_env_keys()
+    secrets = {k: v for k, v in env.items() if v and k in
+               ("SUPERDOCS_API_KEY", "GEMINI_API_KEY")}
+    leaked = []
+    for name, value in secrets.items():
+        if len(value) < 12:
+            continue
+        for path in config.BASE_DIR.rglob("*"):
+            text_path = str(path).replace("\\", "/")
+            if not path.is_file() or path.suffix == ".pyc":
+                continue
+            if "/.env" in text_path or ".env" in path.name or "__pycache__" in text_path:
+                continue
+            try:
+                if value in path.read_text(encoding="utf-8", errors="ignore"):
+                    leaked.append(f"{name} in {path}")
+            except OSError:
+                continue
+    check("no API keys outside .env", not leaked, "; ".join(leaked[:5]))
+
+    print()
+    if FAILURES:
+        print(f"{len(FAILURES)} check(s) FAILED")
+        return 1
+    print("ALL CHECKS PASSED")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/scripts/show_analysis.py b/extensions/Nojhi3/edit-quality-rubric-study/scripts/show_analysis.py
new file mode 100644
index 00000000..689d64bf
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/scripts/show_analysis.py
@@ -0,0 +1,30 @@
+"""Interim analysis printout for the currently available sheets."""
+import sys
+from pathlib import Path
+
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
+
+from app.analysis import analyze
+from app.judges import load_score_sheets
+from app.pipeline import load_cases
+
+human, auto = load_score_sheets("human"), load_score_sheets("auto")
+meta = {c["case_id"]: c for c in load_cases()}
+a = analyze(human, auto, meta)
+
+print("cases:", a["case_ids"])
+print()
+o = a["overall"]
+print(f"OVERALL: pct exact {o['percent_agreement']:.2f} | kappa {o['kappa']} "
+      f"| weighted kappa {o['kappa_linear_weighted']}")
+print()
+for d, dim in a["dimensions"].items():
+    print(f"{d:22s} pct={dim['percent_agreement']:.2f} kappa={dim['kappa']} "
+          f"ci={dim['kappa_ci95']} band={dim['kappa_band']:13s} wkappa={dim['kappa_linear_weighted']}")
+print()
+print("distributions:", a["distributions"])
+print()
+print("disagreements >=2:", len(a["disagreements"]))
+for dis in a["disagreements"]:
+    print(f"  {dis['case_id']} {dis['dimension']}: human={dis['human']} "
+          f"auto={dis['auto']} ({dis['diff']:+d})")
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/tests/conftest.py b/extensions/Nojhi3/edit-quality-rubric-study/tests/conftest.py
new file mode 100644
index 00000000..0c1619ba
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/tests/conftest.py
@@ -0,0 +1,187 @@
+"""Shared fixtures: an isolated study tree (temp dirs, no real API, no real
+ledger) and fakes for the SuperDocs client used by pipeline/judge tests."""
+
+import json
+import sys
+from pathlib import Path
+
+import pytest
+
+sys.path.insert(0, str(Path(__file__).resolve().parent.parent))
+
+from app import config  # noqa: E402
+
+DIMENSIONS = [
+    "faithfulness",
+    "fact_accuracy",
+    "content_preservation",
+    "structural_integrity",
+    "formatting_fidelity",
+    "language_quality",
+]
+
+
+def _minimal_rubric() -> dict:
+    return {
+        "version": "1.0",
+        "dimensions": [
+            {
+                "id": did,
+                "label": did.replace("_", " ").title(),
+                "description": f"{did} description",
+                "anchors": {str(s): f"{did} anchor {s}" for s in range(1, 5)},
+            }
+            for did in DIMENSIONS
+        ],
+    }
+
+
+def _minimal_cases() -> dict:
+    return {
+        "cases": [
+            {"case_id": "plan-01", "doc_id": "project_plan", "doc_file": "a.txt",
+             "difficulty": "easy", "instruction": "Add a missing owner to the plan."},
+            {"case_id": "meeting-01", "doc_id": "meeting_notes", "doc_file": "b.txt",
+             "difficulty": "medium", "instruction": "Record the new attendee."},
+        ]
+    }
+
+
+def _sheet(case_id: str, rater: str, scores: dict, evidence: dict = None, **extra) -> dict:
+    sheet = {"case_id": case_id, "rater": rater, "scores": dict(scores),
+             "evidence": {d: (evidence or {}).get(d, "") for d in DIMENSIONS}}
+    sheet.update(extra)
+    return sheet
+
+
+@pytest.fixture
+def tree(tmp_path, monkeypatch):
+    """Isolated study tree with 1 fully-scored case, 1 unedited case.
+
+    All config paths are redirected here; nothing touches the real data/,
+    report/, or ledger files. Returns a dict of paths for assertions."""
+    base = tmp_path / "tree"
+    data = base / "data"
+    corpus = data / "corpus"
+    edits = data / "edits"
+    human_dir = data / "judgments" / "human"
+    auto_dir = data / "judgments" / "auto"
+    report_dir = base / "report"
+    for d in (corpus, edits, human_dir, auto_dir, report_dir):
+        d.mkdir(parents=True, exist_ok=True)
+
+    (corpus / "a.txt").write_text("PROJECT PLAN\nOwner: none\n", encoding="utf-8")
+    (corpus / "b.txt").write_text("MEETING NOTES\nAttendees: A\n", encoding="utf-8")
+    (data / "rubric.json").write_text(json.dumps(_minimal_rubric()), encoding="utf-8")
+    (data / "instructions.json").write_text(json.dumps(_minimal_cases()), encoding="utf-8")
+
+    e = edits / "plan-01"
+    e.mkdir(parents=True, exist_ok=True)
+    (e / "before.html").write_text("
      Owner: none
      ", encoding="utf-8")
+    (e / "after.html").write_text("
      Owner: Dave
      ", encoding="utf-8")
+    (e / "before.md").write_text("PROJECT PLAN\nOwner: none\n", encoding="utf-8")
+    (e / "after.md").write_text("PROJECT PLAN\nOwner: Dave\n", encoding="utf-8")
+    (e / "after.docx").write_bytes(b"fake-docx")
+    (e / "upload.json").write_text(json.dumps({"html": "
      Owner: none
      "}), encoding="utf-8")
+    (e / "chat_start.json").write_text(json.dumps({"job_id": "j1"}), encoding="utf-8")
+    (e / "pending_changes.json").write_text(
+        json.dumps([{"change_id": "c1", "summary": "add Dave"}]), encoding="utf-8")
+    (e / "approve_1.json").write_text(json.dumps({"ok": True}), encoding="utf-8")
+    (e / "job_final.json").write_text(json.dumps({"status": "completed"}), encoding="utf-8")
+    (e / "chat_result.json").write_text(
+        json.dumps({"response": "done", "document_changes": {"updated_html": "
      Owner: Dave
      "}}),
+        encoding="utf-8")
+    (e / "record.json").write_text(json.dumps({
+        "case_id": "plan-01", "status": "completed", "session_id": "eqr_plan-01_1",
+        "steps": {"approve": {"ok": True, "rounds": 1, "final_status": "completed"}},
+    }), encoding="utf-8")
+
+    (human_dir / "plan-01.json").write_text(json.dumps(_sheet(
+        "plan-01", "human-1",
+        {d: 4 for d in DIMENSIONS},
+        {"faithfulness": "owner added"}, difficulty="easy")), encoding="utf-8")
+    (auto_dir / "plan-01.json").write_text(json.dumps(_sheet(
+        "plan-01", "auto", {d: 4 for d in DIMENSIONS},
+        {"faithfulness": "owner added"}, provider="gemini", model="gemini-test",
+        difficulty="easy")), encoding="utf-8")
+
+    (data / "ledger.jsonl").write_text(
+        json.dumps({"endpoint": "/v1/chat/async", "tag": "edit:plan-01",
+                    "was_billable": True, "ops_charged": 1, "monthly_remaining": 499})
+        + "\n", encoding="utf-8")
+
+    paths = dict(base=base, data=data, corpus=corpus, edits=edits, human=human_dir,
+                 auto=auto_dir, report=report_dir, rubric=data / "rubric.json",
+                 instructions=data / "instructions.json", ledger=data / "ledger.jsonl",
+                 gemini_ledger=data / "ledger_gemini.jsonl")
+
+    monkeypatch.setattr(config, "DATA_DIR", data)
+    monkeypatch.setattr(config, "CORPUS_DIR", corpus)
+    monkeypatch.setattr(config, "EDITS_DIR", edits)
+    monkeypatch.setattr(config, "HUMAN_DIR", human_dir)
+    monkeypatch.setattr(config, "AUTO_DIR", auto_dir)
+    monkeypatch.setattr(config, "REPORT_DIR", report_dir)
+    monkeypatch.setattr(config, "LEDGER_PATH", paths["ledger"])
+    monkeypatch.setattr(config, "GEMINI_LEDGER_PATH", paths["gemini_ledger"])
+    monkeypatch.setattr(config, "RUBRIC_PATH", paths["rubric"])
+    monkeypatch.setattr(config, "INSTRUCTIONS_PATH", paths["instructions"])
+    monkeypatch.setattr(config, "API_KEY", "test-api-key")
+    monkeypatch.setattr(config, "GEMINI_API_KEY", "test-gemini-key")
+    return paths
+
+
+class FakeSuperDocsClient:
+    """Scripted stand-in for SuperDocsClient used by EditRunner tests.
+
+    poll_job returns queued jobs in order, then repeats the last one — mirroring
+    a real job that stays in its final state."""
+
+    def __init__(self, jobs=None, ledger_path=None, cap_ops=60,
+                 upload_error=None, export_bytes=None):
+        from app.budget import BudgetGuard
+        self.budget = BudgetGuard(cap_ops=cap_ops, ledger_path=ledger_path)
+        self.jobs = list(jobs or [])
+        self.last_job = None
+        self.upload_error = upload_error
+        self.export_bytes = export_bytes if export_bytes is not None else b"FAKE-DOCX"
+        self.approved = []
+
+    def upload_base64(self, filename, file_bytes, session_id, return_html=False):
+        if self.upload_error:
+            from app.superdocs_client import SuperDocsError
+            raise SuperDocsError(self.upload_error, status_code=500)
+        return {"html": "
      source
      ", "document_html": "
      source
      "}
+
+    def export(self, session_id=None, html=None, fmt="docx", filename=None):
+        return self.export_bytes
+
+    def chat_async(self, session_id, message, approval_mode="ask_every_time",
+                   model_tier=None, thinking_depth=None):
+        from app.budget import BudgetExceeded
+        self.budget.guard(1)
+        return {"job_id": "job-1"}
+
+    def poll_job(self, job_id, timeout_s=600, interval_s=5.0):
+        if self.jobs:
+            self.last_job = self.jobs.pop(0)
+        return self.last_job
+
+    def approve(self, session_id, job_id, approved=True, changes=None, feedback=None):
+        self.approved.append(changes)
+        return {"ok": True}
+
+
+def completed_job(updated_html="
      edited
      ", usage=None, pending=None, response="ok"):
+    return {
+        "status": "awaiting_approval" if pending else "completed",
+        "metadata": {"pending_changes": pending or []} if pending is not None else {},
+        "result": None if pending else {
+            "response": response,
+            "document_changes": {"updated_html": updated_html},
+            "usage": usage or {"was_billable": True, "ops_charged": 1, "monthly_remaining": 500},
+        },
+    }
+
+
+def awaiting_job(pending):
+    return {"status": "awaiting_approval", "metadata": {"pending_changes": pending}, "result": None}
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/tests/test_api.py b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_api.py
new file mode 100644
index 00000000..c99abe02
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_api.py
@@ -0,0 +1,225 @@
+"""FastAPI endpoint tests via TestClient against the isolated fixture tree.
+
+The app reads config paths at call time, so monkeypatching config (done by the
+`tree` fixture) redirects everything to temp dirs — no real API, no real files."""
+
+import json
+
+import pytest
+from fastapi.testclient import TestClient
+
+from app import config
+from app.main import app
+from app.superdocs_client import SuperDocsClient
+
+client = TestClient(app)
+
+
+class TestReadEndpoints:
+    def test_index(self, tree):
+        r = client.get("/")
+        assert r.status_code == 200
+        body = r.json()
+        assert body["name"] == "Edit-Quality Rubric Study"
+        assert "/judge" in body["endpoints"].values()
+
+    def test_rubric(self, tree):
+        r = client.get("/rubric")
+        assert r.status_code == 200
+        dims = r.json()["dimensions"]
+        assert len(dims) == 6
+        assert {d["id"] for d in dims} == {
+            "faithfulness", "fact_accuracy", "content_preservation",
+            "structural_integrity", "formatting_fidelity", "language_quality"}
+
+    def test_cases(self, tree):
+        r = client.get("/cases")
+        assert r.status_code == 200
+        assert {c["case_id"] for c in r.json()} == {"plan-01", "meeting-01"}
+
+    def test_budget(self, tree):
+        r = client.get("/study/budget")
+        assert r.status_code == 200
+        body = r.json()
+        assert body["cap_ops"] == 60
+        assert body["spent_ops"] == 1
+        assert body["total_calls_recorded"] == 1
+
+
+class TestJudgeUI:
+    def test_page_lists_scored_and_unedited_cases(self, tree):
+        r = client.get("/judge")
+        assert r.status_code == 200
+        html = r.text
+        assert "plan-01" in html
+        assert "Add a missing owner to the plan." in html
+        assert "edit not run yet" in html  # meeting-01 has no artifacts
+
+    def test_prefills_saved_scores_and_evidence(self, tree):
+        html = client.get("/judge").text
+        card = html.split("id='plan-01'")[1].split("")[0]
+        assert "checked" in card
+        assert "owner added" in card  # saved evidence prefilled
+
+    def test_shows_saved_badge_and_progress(self, tree):
+        html = client.get("/judge").text
+        assert "badge saved" in html
+        assert "Saved sheets: human 1/2" in html
+        assert "automated 1/2" in html
+
+
+class TestSubmitScores:
+    def _valid_payload(self):
+        return {"case_id": "meeting-01",
+                "scores": {d: 4 for d in (
+                    "faithfulness", "fact_accuracy", "content_preservation",
+                    "structural_integrity", "formatting_fidelity", "language_quality")},
+                "evidence": {"faithfulness": "ok"}}
+
+    def test_valid_submission_saves_sheet(self, tree):
+        r = client.post("/judge/submit", json=self._valid_payload())
+        assert r.status_code == 200
+        assert r.json()["ok"] is True
+        sheet = json.loads((tree["human"] / "meeting-01.json").read_text(encoding="utf-8"))
+        assert sheet["scores"]["faithfulness"] == 4
+
+    def test_unknown_case_404(self):
+        r = client.post("/judge/submit", json={"case_id": "nope", "scores": self._valid_payload()["scores"]})
+        assert r.status_code == 404
+
+    def test_missing_dimension_422(self):
+        payload = self._valid_payload()
+        payload["scores"].pop("language_quality")
+        r = client.post("/judge/submit", json=payload)
+        assert r.status_code == 422
+        assert "language_quality" in r.text
+
+    def test_out_of_range_score_422(self):
+        payload = self._valid_payload()
+        payload["scores"]["faithfulness"] = 9
+        r = client.post("/judge/submit", json=payload)
+        assert r.status_code == 422
+
+    def test_non_dict_scores_422(self):
+        payload = self._valid_payload()
+        payload["scores"] = [1, 2, 3]
+        r = client.post("/judge/submit", json=payload)
+        assert r.status_code == 422
+
+
+class TestAnalysis:
+    def test_analysis_with_both_raters(self, tree):
+        r = client.get("/study/analysis")
+        assert r.status_code == 200
+        body = r.json()
+        assert body["overall"]["n_cases"] == 1
+        assert body["overall"]["n_judgments"] == 6
+        assert body["overall"]["kappa"] == 1.0
+        assert body["disagreements"] == []
+        assert body["distributions"]["human"]["4"] == 6
+
+    def test_analysis_409_when_raters_missing(self, tree):
+        (tree["auto"] / "plan-01.json").unlink()
+        r = client.get("/study/analysis")
+        assert r.status_code == 409
+
+    def test_scores_endpoint_shape(self, tree):
+        r = client.get("/study/scores")
+        assert r.status_code == 200
+        body = r.json()
+        assert set(body["human"]) == {"plan-01"}
+        assert set(body["auto"]) == {"plan-01"}
+
+
+class TestReportEndpoints:
+    def test_report_markdown(self):
+        r = client.get("/study/report")
+        assert r.status_code == 200
+        assert "## 1." in r.text
+        assert r.headers["content-type"].startswith("text/plain")
+
+    def test_export_docx(self, tree, monkeypatch):
+        calls = {}
+
+        def fake_export(self, session_id=None, html=None, fmt="docx", filename=None):
+            calls["html"] = html
+            calls["fmt"] = fmt
+            calls["filename"] = filename
+            return b"EXPORTED-DOCX"
+
+        monkeypatch.setattr(SuperDocsClient, "export", fake_export)
+        r = client.get("/study/report/export?format=docx")
+        assert r.status_code == 200
+        assert r.content == b"EXPORTED-DOCX"
+        assert "wordprocessingml" in r.headers["content-type"]
+        assert "attachment" in r.headers["content-disposition"]
+        assert calls["fmt"] == "docx"
+        assert "" in (calls["html"] or "")
+
+    def test_export_pdf_media_type(self, monkeypatch):
+        monkeypatch.setattr(SuperDocsClient, "export", lambda *a, **k: b"%PDF-1.4")
+        r = client.get("/study/report/export?format=pdf")
+        assert r.status_code == 200
+        assert r.headers["content-type"] == "application/pdf"
+
+    def test_export_bad_format_rejected(self):
+        r = client.get("/study/report/export?format=exe")
+        assert r.status_code == 422
+
+    def test_export_error_becomes_502(self, monkeypatch):
+        def boom(self, **kwargs):
+            raise RuntimeError("export backend down")
+
+        monkeypatch.setattr(SuperDocsClient, "export", boom)
+        r = client.get("/study/report/export?format=docx")
+        assert r.status_code == 502
+
+
+class TestRunEndpoints:
+    def test_edits_endpoint(self, monkeypatch, tree):
+        from app.budget import BudgetGuard
+
+        class FakeRunner:
+            def __init__(self):
+                self.client = type("C", (), {"budget": BudgetGuard(
+                    cap_ops=60, ledger_path=tree["ledger"])})()
+
+            def run_all(self, ids):
+                return {"results": [{"case_id": "plan-01", "status": "completed"}], "failed": []}
+
+        monkeypatch.setattr("app.main.EditRunner", FakeRunner)
+        r = client.post("/study/edits?case_ids=plan-01")
+        assert r.status_code == 200
+        body = r.json()
+        assert body["summary"]["results"][0]["status"] == "completed"
+        assert body["budget"]["cap_ops"] == 60
+
+    def test_auto_judge_endpoint(self, monkeypatch, tree):
+        from app.budget import BudgetGuard
+
+        class FakeJudge:
+            def __init__(self):
+                self.client = type("C", (), {"budget": BudgetGuard(
+                    cap_ops=60, ledger_path=tree["ledger"])})()
+
+            def judge_all(self, ids):
+                return {"results": [{"case_id": "plan-01", "status": "completed"}], "failed": []}
+
+        monkeypatch.setattr("app.main.AutoJudge", FakeJudge)
+        r = client.post("/study/judge/auto")
+        assert r.status_code == 200
+        assert r.json()["summary"]["results"][0]["status"] == "completed"
+
+
+class TestConfigGuard:
+    def test_missing_api_key_raises(self, monkeypatch):
+        monkeypatch.setattr(config, "API_KEY", "")
+        from app.superdocs_client import SuperDocsClient
+        with pytest.raises(RuntimeError, match="SUPERDOCS_API_KEY"):
+            SuperDocsClient()
+
+    def test_gemini_judge_requires_key(self, monkeypatch):
+        monkeypatch.setattr(config, "GEMINI_API_KEY", "")
+        from app.judges import GeminiJudge
+        with pytest.raises(RuntimeError, match="GEMINI_API_KEY"):
+            GeminiJudge()
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/tests/test_client_utils.py b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_client_utils.py
new file mode 100644
index 00000000..8da40f27
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_client_utils.py
@@ -0,0 +1,109 @@
+"""SuperDocs client utilities: JSON extraction (incl. the double-encoded
+second parse), usage normalization, and the budget guard ledger behavior."""
+
+import json
+
+import pytest
+
+from app.budget import BudgetExceeded, BudgetGuard
+from app.superdocs_client import extract_json_from_text, parse_usage
+
+
+class TestExtractJson:
+    def test_plain_dict(self):
+        assert extract_json_from_text('{"a": 1}') == {"a": 1}
+
+    def test_empty_object(self):
+        assert extract_json_from_text("{}") == {}
+
+    def test_json_encoded_as_string(self):
+        # the second parse integrators keep missing: the API wraps JSON in a JSON string
+        wrapped = json.dumps({"scores": {"faithfulness": 4}})
+        assert extract_json_from_text(wrapped) == {"scores": {"faithfulness": 4}}
+
+    def test_json_inside_fence_and_prose(self):
+        text = ("Sure! Here is the result:\n```json\n{\"a\": 1, \"b\": [2]}\n```\nHope that helps.")
+        assert extract_json_from_text(text) == {"a": 1, "b": [2]}
+
+    def test_prose_with_embedded_object(self):
+        assert extract_json_from_text('scoring: {"x": {"y": 2}} done') == {"x": {"y": 2}}
+
+    def test_not_json(self):
+        assert extract_json_from_text("Done.") is None
+        assert extract_json_from_text("") is None
+        assert extract_json_from_text(None) is None
+
+    def test_array_is_rejected(self):
+        assert extract_json_from_text("[1, 2, 3]") is None
+
+    def test_malformed_braces(self):
+        assert extract_json_from_text("{\"a\": }") is None
+
+
+class TestParseUsage:
+    def test_top_level_usage(self):
+        assert parse_usage({"usage": {"was_billable": True, "ops_charged": 2,
+                                      "monthly_remaining": 10}}) == {
+            "was_billable": True, "ops_charged": 2, "monthly_remaining": 10, "monthly_used": None}
+
+    def test_nested_quota(self):
+        assert parse_usage({"quota": {"was_billable": True, "ops_charged": 1}})["ops_charged"] == 1
+
+    def test_missing_usage_is_free(self):
+        assert parse_usage({"job_id": "j1"}) == {"was_billable": False, "ops_charged": 0}
+
+    def test_non_dict_usage(self):
+        assert parse_usage({"usage": "nope"})["was_billable"] is False
+
+    def test_billable_without_ops_charged_counts_one(self):
+        # ops_charged absent but was_billable -> the guard's own fallback
+        entry = parse_usage({"usage": {"was_billable": True}})
+        assert entry["was_billable"] is True
+        assert entry["ops_charged"] == 0
+
+
+class TestBudgetGuard:
+    def test_record_and_report(self, tmp_path):
+        guard = BudgetGuard(cap_ops=10, ledger_path=tmp_path / "ledger.jsonl")
+        guard.record({"usage": {"was_billable": True, "ops_charged": 1, "monthly_remaining": 99}},
+                     endpoint="/v1/chat/async", tag="edit:x")
+        guard.record({"usage": {"was_billable": False, "ops_charged": 0}}, endpoint="/export")
+        report = guard.report()
+        assert report["spent_ops"] == 1
+        assert report["billable_calls"] == 1
+        assert report["total_calls_recorded"] == 2
+        assert report["remaining_within_cap"] == 9
+        assert report["entries"][0]["tag"] == "edit:x"
+        assert report["entries"][0]["endpoint"] == "/v1/chat/async"
+
+    def test_guard_blocks_at_cap(self, tmp_path):
+        guard = BudgetGuard(cap_ops=2, ledger_path=tmp_path / "ledger.jsonl")
+        guard.record({"usage": {"was_billable": True, "ops_charged": 2}})
+        with pytest.raises(BudgetExceeded):
+            guard.guard(1)
+
+    def test_guard_allows_within_cap(self, tmp_path):
+        guard = BudgetGuard(cap_ops=2, ledger_path=tmp_path / "ledger.jsonl")
+        guard.record({"usage": {"was_billable": True, "ops_charged": 1}})
+        guard.guard(1)  # spent 1 + need 1 <= cap 2
+        with pytest.raises(BudgetExceeded):
+            guard.guard(2)  # spent 1 + need 2 > cap 2
+
+    def test_spend_is_process_local(self, tmp_path):
+        guard = BudgetGuard(cap_ops=10, ledger_path=tmp_path / "ledger.jsonl")
+        guard.record({"usage": {"was_billable": True, "ops_charged": 1}})
+        assert guard.spend_this_process() == 1
+        guard2 = BudgetGuard(cap_ops=10, ledger_path=tmp_path / "ledger.jsonl")
+        assert guard2.spend_this_process() == 0
+        assert guard2.total_spend() == 1  # reads the ledger
+
+    def test_persists_across_instances(self, tmp_path):
+        ledger = tmp_path / "ledger.jsonl"
+        BudgetGuard(cap_ops=10, ledger_path=ledger).record(
+            {"usage": {"was_billable": True, "ops_charged": 3}})
+        assert BudgetGuard(cap_ops=10, ledger_path=ledger).total_spend() == 3
+
+    def test_billable_fallback_counts_one_op(self, tmp_path):
+        guard = BudgetGuard(cap_ops=10, ledger_path=tmp_path / "ledger.jsonl")
+        guard.record({"usage": {"was_billable": True}})  # no ops_charged
+        assert guard.total_spend() == 1
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/tests/test_judges.py b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_judges.py
new file mode 100644
index 00000000..7592d5fb
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_judges.py
@@ -0,0 +1,246 @@
+"""Judge tests: GeminiJudge against a mocked HTTP layer, AutoJudge against a
+scripted chat client, and the prompt/clip building blocks."""
+
+import json
+
+import pytest
+
+from app.judges import AutoJudge, GeminiJudge, _clip, build_judge_prompt, load_score_sheets
+from app.rubric import DIMENSION_IDS, load_rubric
+
+from conftest import DIMENSIONS
+
+
+class FakeResponse:
+    def __init__(self, status_code=200, payload=None, text=""):
+        self.status_code = status_code
+        self._payload = payload
+        self.text = text or (json.dumps(payload) if payload else "")
+
+    def json(self):
+        return self._payload
+
+
+def gemini_payload(content, usage=None):
+    return {
+        "choices": [{"message": {"content": content}}],
+        "usage": usage or {"prompt_tokens": 100, "completion_tokens": 50, "total_tokens": 150},
+    }
+
+
+def _case():
+    return {"case_id": "plan-01", "difficulty": "easy",
+            "instruction": "Add the missing owner."}
+
+
+class TestGeminiJudge:
+    def test_success_writes_sheet_and_usage(self, tree, monkeypatch):
+        scores = {d: 4 for d in DIMENSIONS}
+        content = json.dumps({"scores": scores, "evidence": {d: f"ev:{d}" for d in DIMENSIONS}})
+        captured = {}
+
+        def fake_post(url, headers=None, json=None, timeout=None):
+            captured["url"] = url
+            captured["body"] = json
+            return FakeResponse(200, gemini_payload(content))
+
+        monkeypatch.setattr("app.judges.requests.post", fake_post)
+        out = GeminiJudge().judge_case(_case())
+
+        assert out["status"] == "completed"
+        assert out["scores"] == scores
+        sheet = json.loads((tree["auto"] / "plan-01.json").read_text(encoding="utf-8"))
+        assert sheet["provider"] == "gemini"
+        assert sheet["model"] == "gemini-3.6-flash"
+        assert sheet["scores"] == scores
+        assert sheet["evidence"]["faithfulness"] == "ev:faithfulness"
+        usage = json.loads((tree["gemini_ledger"]).read_text(encoding="utf-8").splitlines()[0])
+        assert usage["total_tokens"] == 150
+        assert usage["case_id"] == "plan-01"
+
+    def test_request_shape(self, tree, monkeypatch):
+        captured = {}
+        content = json.dumps({"scores": {d: 4 for d in DIMENSIONS}, "evidence": {}})
+
+        def fake_post(url, headers=None, json=None, timeout=None):
+            captured.update(url=url, headers=headers, body=json)
+            return FakeResponse(200, gemini_payload(content))
+
+        monkeypatch.setattr("app.judges.requests.post", fake_post)
+        GeminiJudge().judge_case(_case())
+
+        assert "chat/completions" in captured["url"]
+        assert captured["headers"]["Authorization"] == "Bearer test-gemini-key"
+        assert captured["body"]["temperature"] == 0
+        assert captured["body"]["response_format"] == {"type": "json_object"}
+        assert captured["body"]["messages"][0]["role"] == "user"
+        assert "INSTRUCTION: Add the missing owner." in captured["body"]["messages"][0]["content"]
+
+    def test_no_edited_material_fails_gracefully(self, tree):
+        out = GeminiJudge().judge_case({"case_id": "meeting-01", "difficulty": "medium",
+                                        "instruction": "x"})
+        assert out["status"] == "failed"
+        assert "no edited text" in out["error"]
+
+    def test_unparseable_response_fails(self, tree, monkeypatch):
+        def fake_post(url, headers=None, json=None, timeout=None):
+            return FakeResponse(200, gemini_payload("I am not JSON at all"))
+
+        monkeypatch.setattr("app.judges.requests.post", fake_post)
+        before = (tree["auto"] / "plan-01.json").read_text(encoding="utf-8")  # fixture sheet
+        out = GeminiJudge().judge_case(_case())
+        assert out["status"] == "failed"
+        assert "no parseable JSON" in out["error"]
+        # the pre-existing fixture sheet must be untouched
+        assert (tree["auto"] / "plan-01.json").read_text(encoding="utf-8") == before
+
+    def test_invalid_scores_fail(self, tree, monkeypatch):
+        content = json.dumps({"scores": {d: 4 for d in DIMENSIONS[:-1]} | {"language_quality": 9},
+                              "evidence": {}})
+
+        def fake_post(url, headers=None, json=None, timeout=None):
+            return FakeResponse(200, gemini_payload(content))
+
+        monkeypatch.setattr("app.judges.requests.post", fake_post)
+        out = GeminiJudge().judge_case(_case())
+        assert out["status"] == "failed"
+        assert "invalid scores" in out["error"]
+
+    def test_http_error_fails(self, tree, monkeypatch):
+        def fake_post(url, headers=None, json=None, timeout=None):
+            return FakeResponse(429, text="rate limited")
+
+        monkeypatch.setattr("app.judges.requests.post", fake_post)
+        out = GeminiJudge().judge_case(_case())
+        assert out["status"] == "failed"
+        assert "429" in out["error"]
+
+    def test_network_error_fails(self, tree, monkeypatch):
+        import requests as requests_mod
+
+        def fake_post(url, headers=None, json=None, timeout=None):
+            raise requests_mod.exceptions.ConnectionError("connection refused")
+
+        monkeypatch.setattr("app.judges.requests.post", fake_post)
+        out = GeminiJudge().judge_case(_case())
+        assert out["status"] == "failed"
+        assert "gemini request failed" in out["error"]
+
+    def test_judge_all_filters(self, tree, monkeypatch):
+        content = json.dumps({"scores": {d: 4 for d in DIMENSIONS}, "evidence": {}})
+        monkeypatch.setattr("app.judges.requests.post",
+                            lambda *a, **k: FakeResponse(200, gemini_payload(content)))
+        summary = GeminiJudge().judge_all(["plan-01"])
+        assert len(summary["results"]) == 1
+        assert summary["results"][0]["case_id"] == "plan-01"
+        assert summary["failed"] == []
+
+
+class FakeChatClient:
+    def __init__(self, responses, budget=None, cap_ops=60, ledger_path=None):
+        from app.budget import BudgetGuard
+        self.responses = list(responses)
+        self.budget = budget or BudgetGuard(cap_ops=cap_ops, ledger_path=ledger_path)
+
+    def chat_sync(self, session_id, message, model_tier=None, thinking_depth=None):
+        from app.budget import BudgetExceeded
+        self.budget.guard(1)
+        if not self.responses:
+            raise RuntimeError("no scripted responses left")
+        return self.responses.pop(0)
+
+
+class TestAutoJudge:
+    def test_first_try_json(self, tree, tmp_path):
+        content = json.dumps({"scores": {d: 4 for d in DIMENSIONS}, "evidence": {}})
+        client = FakeChatClient([{"response": content}], ledger_path=tmp_path / "ledger.jsonl")
+        out = AutoJudge(client=client).judge_case(_case())
+        assert out["status"] == "completed"
+        assert out["attempts"] == 1
+        assert (tree["auto"] / "plan-01.json").exists()
+
+    def test_retries_until_json(self, tree, tmp_path):
+        content = json.dumps({"scores": {d: 4 for d in DIMENSIONS}, "evidence": {}})
+        client = FakeChatClient([
+            {"response": "Done."},
+            {"response": "I'll score the edit now."},
+            {"response": f"Here: {content}"},
+        ], ledger_path=tmp_path / "ledger.jsonl")
+        out = AutoJudge(client=client).judge_case(_case())
+        assert out["status"] == "completed"
+        assert out["attempts"] == 3
+
+    def test_gives_up_after_max_attempts(self, tree, tmp_path):
+        client = FakeChatClient([{"response": "Done."}, {"response": "Done."}, {"response": "Done."}],
+                                ledger_path=tmp_path / "ledger.jsonl")
+        before = (tree["auto"] / "plan-01.json").read_text(encoding="utf-8")  # fixture sheet
+        out = AutoJudge(client=client, max_attempts=3).judge_case(_case())
+        assert out["status"] == "failed"
+        assert "no JSON after 3 attempts" in out["error"]
+        assert (tree["auto"] / "plan-01.json").read_text(encoding="utf-8") == before
+
+    def test_budget_exceeded_fails(self, tree, tmp_path):
+        client = FakeChatClient([{"response": "x"}], cap_ops=0, ledger_path=tmp_path / "ledger.jsonl")
+        out = AutoJudge(client=client).judge_case(_case())
+        assert out["status"] == "failed"
+        assert "budget" in out["error"].lower()
+
+
+class TestClip:
+    def test_short_text_unchanged(self):
+        text = "short"
+        assert _clip(text) == text
+
+    def test_long_text_keeps_head_tail_and_harness_note(self):
+        text = "A" * 3000 + "B" * 2000 + "C" * 1000  # 6000 > 4000
+        out = _clip(text, limit=4000)
+        assert "[HARNESS NOTE" in out
+        assert out.startswith("A" * 2400)  # head = first 60%
+        assert out.endswith("C" * 1000)    # tail = last 40%
+        assert "B" * 2000 not in out       # middle removed
+
+    def test_empty_and_whitespace(self):
+        assert _clip("") == ""
+        assert _clip("   ") == ""
+
+    def test_limit_respected(self):
+        text = "x" * 5000
+        out = _clip(text, limit=1000)
+        assert len(out) < 2000
+
+
+class TestJudgePrompt:
+    def test_contains_instruction_anchors_and_harness_note(self, tree):
+        rubric = load_rubric()
+        prompt = build_judge_prompt(
+            {"case_id": "plan-01", "instruction": "Add the missing owner."},
+            "SOURCE TEXT", "EDITED TEXT", rubric)
+        assert "INSTRUCTION: Add the missing owner." in prompt
+        for d in rubric["dimensions"]:
+            assert d["id"] in prompt
+            assert d["anchors"]["1"][:40] in prompt
+        assert "HARNESS NOTE" in prompt
+        assert prompt.index("SOURCE:") < prompt.index("EDITED:")
+
+    def test_prompt_requests_json_only(self, tree):
+        rubric = load_rubric()
+        prompt = build_judge_prompt({"case_id": "x", "instruction": "i"}, "s", "e", rubric)
+        assert "JSON ONLY" in prompt
+        assert '"scores"' in prompt and '"evidence"' in prompt
+
+
+class TestSheetStorage:
+    def test_save_human_scores_requires_all_dimensions(self, tree):
+        from app.judges import save_human_scores
+        with pytest.raises(ValueError):
+            save_human_scores("plan-01", {"faithfulness": 4}, {})
+        with pytest.raises(ValueError):
+            save_human_scores("plan-01", {d: 0 for d in DIMENSION_IDS}, {})
+        sheet = save_human_scores("plan-01", {d: 3 for d in DIMENSION_IDS}, {})
+        assert sheet["scores"] == {d: 3 for d in DIMENSION_IDS}
+
+    def test_boolean_is_not_a_valid_score(self):
+        from app.rubric import valid_score
+        assert not valid_score(True)
+        assert not valid_score(4.0)
+        assert valid_score(4)
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/tests/test_pipeline.py b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_pipeline.py
new file mode 100644
index 00000000..3ae2e1d8
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_pipeline.py
@@ -0,0 +1,163 @@
+"""EditRunner behavior tests against a scripted fake SuperDocs client:
+happy path, revision loop, no-op completion, job failure, budget cap."""
+
+import json
+
+import pytest
+
+from app.budget import BudgetExceeded
+from app.pipeline import EditRunner, load_cases
+from app.superdocs_client import SuperDocsError
+
+from conftest import FakeSuperDocsClient, awaiting_job, completed_job
+
+
+@pytest.fixture
+def runner_factory(tree, tmp_path):
+    def make(jobs=None, **kwargs):
+        client = FakeSuperDocsClient(jobs=jobs,
+                                     ledger_path=tree["data"] / "ledger_test.jsonl", **kwargs)
+        return EditRunner(client=client), client
+    return make
+
+
+def _case(tree):
+    return load_cases()[0]  # plan-01
+
+
+class TestHappyPath:
+    def test_four_call_sequence_and_artifacts(self, runner_factory, tree):
+        runner, client = runner_factory([completed_job("EDITED")])
+        rec = runner.run_case(_case(tree))
+
+        assert rec["status"] == "completed"
+        assert rec["pending_change_count"] == 0
+
+        d = tree["edits"] / "plan-01"
+        assert (d / "upload.json").exists()
+        assert (d / "chat_start.json").exists()
+        assert (d / "pending_changes.json").exists()
+        assert (d / "job_final.json").exists()
+        assert (d / "chat_result.json").exists()
+        assert (d / "after.html").read_text(encoding="utf-8") == "EDITED"
+        assert (d / "before.md").read_bytes() == b"FAKE-DOCX"
+        assert (d / "after.md").read_bytes() == b"FAKE-DOCX"
+        assert (d / "after.docx").read_bytes() == b"FAKE-DOCX"
+        assert (d / "record.json").exists()
+
+        # no approvals were needed, and the no-op path is recorded
+        assert client.approved == []
+        assert "no pending changes" in rec["steps"]["approve"]["note"]
+
+    def test_usage_recorded_from_job_result(self, runner_factory, tree):
+        runner, client = runner_factory([completed_job(usage={
+            "was_billable": True, "ops_charged": 1, "monthly_remaining": 499})])
+        runner.run_case(_case(tree))
+        entries = json.loads(tree["data"].joinpath("ledger_test.jsonl").read_text(encoding="utf-8")
+                             .splitlines()[0])
+        assert entries["tag"] == "edit:plan-01"
+        assert entries["was_billable"] is True
+        assert entries["ops_charged"] == 1
+
+
+class TestApprovalFlow:
+    def test_revision_loop_two_rounds(self, runner_factory, tree):
+        pending = [{"change_id": "c1"}, {"change_id": "c2"}]
+        jobs = [
+            awaiting_job(pending),
+            awaiting_job([{"change_id": "c3"}]),   # AI revises after approval
+            completed_job("FINAL"),
+        ]
+        runner, client = runner_factory(jobs)
+        rec = runner.run_case(_case(tree))
+
+        assert rec["status"] == "completed"
+        assert rec["steps"]["approve"]["rounds"] == 2
+        assert [c["change_id"] for c in client.approved[0]] == ["c1", "c2"]
+        assert [c["change_id"] for c in client.approved[1]] == ["c3"]
+        assert all(c["approved"] is True for batch in client.approved for c in batch)
+        assert rec["final_status"] == "completed"
+
+    def test_pending_changes_persisted(self, runner_factory, tree):
+        pending = [{"change_id": "c1", "summary": "add Dave"}]
+        runner, _ = runner_factory([awaiting_job(pending), completed_job()])
+        runner.run_case(_case(tree))
+        saved = json.loads((tree["edits"] / "plan-01" / "pending_changes.json")
+                           .read_text(encoding="utf-8"))
+        assert saved == pending
+
+    def test_unapproved_then_no_pending_completes(self, runner_factory, tree):
+        # one round, then the job completes without more pending changes
+        runner, client = runner_factory([awaiting_job([{"change_id": "c1"}]), completed_job()])
+        rec = runner.run_case(_case(tree))
+        assert rec["status"] == "completed"
+        assert rec["steps"]["approve"]["rounds"] == 1
+        assert len(client.approved) == 1
+
+
+class TestFailurePaths:
+    def test_failed_job(self, runner_factory, tree):
+        failed = {"status": "failed", "error": "model blew up"}
+        runner, _ = runner_factory([failed])
+        rec = runner.run_case(_case(tree))
+        assert rec["status"] == "failed"
+        assert "model blew up" in (rec.get("error") or "")
+        saved = json.loads((tree["edits"] / "plan-01" / "job_final.json")
+                           .read_text(encoding="utf-8"))
+        assert saved["status"] == "failed"
+
+    def test_upload_error_becomes_failed_run(self, runner_factory, tree):
+        runner, _ = runner_factory(upload_error="upload refused")
+        with pytest.raises(SuperDocsError):
+            runner.run_case(_case(tree))
+
+    def test_run_all_reports_failure(self, runner_factory, tree):
+        runner, _ = runner_factory([{"status": "failed", "error": "x"}])
+        summary = runner.run_all(["plan-01"])
+        assert summary["results"][0]["status"] == "failed"
+        assert len(summary["failed"]) == 1
+
+    def test_run_all_only_runs_requested_ids(self, runner_factory, tree):
+        runner, client = runner_factory([completed_job()])
+        summary = runner.run_all(["meeting-01"])  # plan-01 must not run
+        assert len(summary["results"]) == 1
+        assert summary["results"][0]["case_id"] == "meeting-01"
+
+
+class TestBudget:
+    def test_budget_cap_blocks_start(self, runner_factory, tree):
+        runner, _ = runner_factory(cap_ops=0)
+        with pytest.raises(BudgetExceeded):
+            runner.run_case(_case(tree))
+
+    def test_run_all_breaks_on_budget_exceeded(self, runner_factory, tree):
+        runner, _ = runner_factory(cap_ops=0)
+        summary = runner.run_all(["plan-01", "meeting-01"])
+        assert any("budget cap exceeded" in f["error"] for f in summary["failed"])
+
+    def test_each_billable_edit_records_one_op(self, runner_factory, tree):
+        runner, client = runner_factory([completed_job()])
+        runner.run_case(_case(tree))
+        assert client.budget.total_spend() == 1
+
+    def test_no_ops_charged_for_uploads_exports(self, runner_factory, tree):
+        # FakeClient records only through chat_async guard + job-result record;
+        # uploads/exports never touch the ledger
+        runner, client = runner_factory([completed_job(usage={
+            "was_billable": False, "ops_charged": 0})])
+        runner.run_case(_case(tree))
+        entries = client.budget.load_ledger()
+        assert sum(int(e["ops_charged"]) for e in entries) == 0
+
+
+class TestCaseValidation:
+    def test_bad_case_id_rejected(self, tree):
+        from app.pipeline import CASE_ID_RE
+        assert not CASE_ID_RE.match("plan 01")
+        assert not CASE_ID_RE.match("plan/01")
+        assert CASE_ID_RE.match("plan-01_2")
+
+    def test_unknown_case_id_not_in_instructions(self, runner_factory, tree):
+        runner, _ = runner_factory()
+        summary = runner.run_all(["does-not-exist"])
+        assert summary["results"] == []
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/tests/test_report.py b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_report.py
new file mode 100644
index 00000000..d435ead9
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_report.py
@@ -0,0 +1,92 @@
+"""Report generation tests: markdown structure on the fixture tree, the
+markdown->HTML converter (including the multi-bold regression), and the
+no-sheets branch."""
+
+import pytest
+
+from app.report import _md_to_html, build_report, build_report_html
+
+
+class TestBuildReport:
+    def test_sections_present(self, tree):
+        md = build_report()
+        for marker in ("## 1.", "## 2. Method", "## 3. Budget guard", "## 4. Actual spend",
+                       "## 5. Scores", "## 6. Inter-rater agreement", "## 7. Disagreement review",
+                       "## 8. Honest limitations", "## 9. Reproduce"):
+            assert marker in md, f"missing section {marker}"
+
+    def test_scores_table_lists_case_and_dimensions(self, tree):
+        md = build_report()
+        assert "| plan-01 | easy |" in md
+        for did in ("faithfulness", "fact_accuracy", "content_preservation",
+                    "structural_integrity", "formatting_fidelity", "language_quality"):
+            assert f"| {did} |" in md
+
+    def test_ledger_table_lists_calls(self, tree):
+        md = build_report()
+        assert "| time (UTC) | endpoint | tag | billable | ops | remaining |" in md
+        assert "edit:plan-01" in md
+
+    def test_agreement_section_with_sheets(self, tree):
+        md = build_report()
+        assert "**Overall:**" in md
+        assert "Cohen's kappa" in md
+        assert "Confusion matrices" in md
+        assert "score distribution" in md.lower()
+
+    def test_no_sheets_branch(self, tree):
+        for p in (tree["human"] / "plan-01.json", tree["auto"] / "plan-01.json"):
+            p.unlink()
+        md = build_report()
+        assert "Agreement statistics are computed once both raters" in md
+
+    def test_spend_reported(self, tree):
+        md = build_report()
+        assert "**Spent: 1 operations**" in md
+        assert "(cap 60)" in md
+
+    def test_report_matches_html_conversion(self, tree):
+        md = build_report()
+        html = build_report_html()
+        assert "" in html and "" in html
+        assert "**" not in html  # no unrendered bold
+
+
+class TestMdToHtml:
+    def test_multiple_bold_pairs_per_line(self):
+        # regression: only the first ** pair used to be converted
+        out = _md_to_html("**Overall:** kappa **0.339** and **0.405** here.")
+        assert "Overall: kappa 0.339 and 0.405 here." in out
+        assert "**" not in out
+
+    def test_headers(self):
+        out = _md_to_html("# H1\n## H2\n### H3\n#### H4")
+        assert "
      H1
      " in out
+        assert "
      H2
      " in out
+        assert "
      H3
      " in out
+        assert "
      H4
      " in out
+
+    def test_table(self):
+        md = "| a | b |\n| --- | --- |\n| 1 | 2 |\n"
+        out = _md_to_html(md)
+        assert "
      " in out
+        assert "" in out and "" in out
+        assert "" in out and "" in out
+
+    def test_inline_code_and_fence(self):
+        out = _md_to_html("Run `python x.py`.\n\n```bash\npip install\n```")
+        assert "python x.py" in out
+        assert "
      " in out and "pip install" in out
+
+    def test_escaping(self):
+        out = _md_to_html("a < b & c > d")
+        assert "<" in out and "&" in out and ">" in out
+
+    def test_list_items_and_paragraphs(self):
+        out = _md_to_html("- one\n- two\n\nplain paragraph")
+        assert "
    1. one
      2. " in out and "
    2. two
      3. " in out
+        assert "
      plain paragraph
      " in out
+
+    def test_empty_input(self):
+        assert _md_to_html("") == ""
+        assert _md_to_html("\n\n") == ""
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/tests/test_stats.py b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_stats.py
new file mode 100644
index 00000000..6d1b0a24
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_stats.py
@@ -0,0 +1,206 @@
+"""Statistics tests: Cohen's kappa (unweighted + linear-weighted), percent
+agreement, confusion matrices, Landis-Koch bands, bootstrap CIs, and analyze()
+on synthetic sheets. Expected values are hand-derived in the comments."""
+
+import math
+
+import pytest
+
+from app.analysis import analyze, band, bootstrap_ci, cohens_kappa, confusion_matrix, percent_agreement
+
+
+class TestCohensKappa:
+    def test_perfect_agreement_is_1(self):
+        pairs = [(1, 1), (1, 1), (2, 2), (3, 3), (4, 4)]
+        assert cohens_kappa(pairs) == 1.0
+
+    def test_chance_agreement_is_0(self):
+        # po = 0.5; rows {1:2,2:2}, cols {1:2,2:2} -> pe = 0.5 -> kappa 0
+        pairs = [(1, 1), (2, 1), (1, 2), (2, 2)]
+        assert cohens_kappa(pairs) == 0.0
+
+    def test_unbalanced_negative_kappa(self):
+        # rows {1:3,2:1}, cols {1:3,2:1}: po = 2/4 = 0.5,
+        # pe = (3/4)^2 + (1/4)^2 = 0.625 -> kappa = (0.5-0.625)/0.375 = -1/3
+        pairs = [(1, 1), (1, 1), (1, 2), (2, 1)]
+        assert cohens_kappa(pairs) == pytest.approx(-1.0 / 3.0, abs=1e-12)
+
+    def test_single_category_returns_1(self):
+        assert cohens_kappa([(4, 4), (4, 4)]) == 1.0
+
+    def test_empty_pairs_raises(self):
+        with pytest.raises(ValueError):
+            cohens_kappa([])
+
+    def test_mixed_valid_and_out_of_scale_inputs_stay_in_bounds(self):
+        # out-of-scale scores are contractually excluded upstream (valid_score);
+        # the function must still return a finite kappa in [-1, 1]
+        kappa = cohens_kappa([(2, 2), (3, 3), (1, 4)])
+        assert -1.0 <= kappa <= 1.0
+
+    def test_hand_derived_weighted_kappa(self):
+        # pairs [(1,1),(2,2),(3,3),(4,2)], weights w = 1 - |a-b|/3:
+        # rows/cols: {1:1,2:1,3:1,4:1} x {1:1,2:2,3:1,4:0}
+        # unweighted: po = 3/4, pe = (1+2+1+0)/16 = 1/4 -> kappa = 2/3
+        # weighted:   po = (1+1+1+1/3)/4 = 5/6; pe = (8/3+10/3+8/3+4/3)/16 = 5/8
+        #            -> kappa_w = (5/6-5/8)/(1-5/8) = 5/9
+        pairs = [(1, 1), (2, 2), (3, 3), (4, 2)]
+        assert cohens_kappa(pairs) == pytest.approx(2.0 / 3.0, abs=1e-12)
+        assert cohens_kappa(pairs, weighted=True) == pytest.approx(5.0 / 9.0, abs=1e-12)
+
+    def test_weighted_kappa_disagreement_counts_less(self):
+        # one step off (diff 1) vs two steps off (diff 2) on identical marginals
+        near = [(1, 2), (2, 3), (3, 4), (4, 4)]
+        far = [(1, 3), (2, 4), (3, 4), (4, 4)]
+        assert cohens_kappa(near, weighted=True) > cohens_kappa(far, weighted=True)
+        assert cohens_kappa(near) == cohens_kappa(far)  # unweighted identical
+
+    def test_extreme_disagreement_hand_derived(self):
+        # pairs [(1,4),(2,2),(3,3)], w = 1 - |a-b|/3:
+        # rows {1:1,2:1,3:1}, cols {2:1,3:1,4:1}
+        # unweighted: po = 2/3, pe = (0+1+1+0)/9 = 2/9 -> kappa = 4/7
+        # weighted:   po = (0+1+1)/3 = 2/3; pe = (1+2+7/3)/9 = 16/27
+        #            -> kappa_w = (2/3-16/27)/(1-16/27) = 2/11
+        pairs = [(1, 4), (2, 2), (3, 3)]
+        assert cohens_kappa(pairs) == pytest.approx(4.0 / 7.0, abs=1e-12)
+        assert cohens_kappa(pairs, weighted=True) == pytest.approx(2.0 / 11.0, abs=1e-12)
+
+
+class TestPercentAgreement:
+    def test_exact(self):
+        assert percent_agreement([(1, 1), (2, 2), (3, 3), (4, 2)]) == 0.75
+
+    def test_empty_raises(self):
+        with pytest.raises(ValueError):
+            percent_agreement([])
+
+
+class TestConfusionMatrix:
+    def test_structure_and_counts(self):
+        pairs = [(1, 1), (1, 2), (3, 4), (4, 2)]
+        cm = confusion_matrix(pairs)
+        assert cm[1][1] == 1 and cm[1][2] == 1
+        assert cm[3][4] == 1 and cm[4][2] == 1
+        assert cm[2][1] == 0
+        assert sum(cm[a][b] for a in range(1, 5) for b in range(1, 5)) == 4
+
+    def test_diagonal_is_exact_agreement(self):
+        cm = confusion_matrix([(2, 2), (3, 4)])
+        assert cm[2][2] == 1 and cm[3][4] == 1
+
+
+class TestBand:
+    @pytest.mark.parametrize("value,label", [
+        (0.81, "almost perfect"), (0.61, "substantial"), (0.607, "moderate"),
+        (0.41, "moderate"), (0.409, "fair"), (0.21, "fair"), (0.209, "slight"),
+        (0.0, "slight"), (-0.01, "poor"), (-2.0, "poor"),
+    ])
+    def test_edges(self, value, label):
+        assert band(value) == label
+
+
+class TestBootstrapCI:
+    def test_deterministic_seed(self):
+        pairs = [(1, 1), (1, 2), (2, 2), (3, 3), (4, 4), (2, 1)]
+        a = bootstrap_ci(pairs, cohens_kappa, iterations=200, seed=7)
+        b = bootstrap_ci(pairs, cohens_kappa, iterations=200, seed=7)
+        assert a == b
+
+    def test_bounds_sane(self):
+        pairs = [(1, 1), (1, 2), (2, 2), (3, 3), (4, 4), (2, 1)]
+        lo, hi = bootstrap_ci(pairs, cohens_kappa, iterations=500, seed=7)
+        assert -1.0 <= lo <= hi <= 1.0
+
+    def test_perfect_agreement_ci_collapses(self):
+        pairs = [(1, 1), (2, 2), (3, 3), (4, 4)] * 5
+        lo, hi = bootstrap_ci(pairs, cohens_kappa, iterations=200, seed=7)
+        assert lo == 1.0 and hi == 1.0
+
+
+class TestAnalyze:
+    def _sheets(self):
+        human = {}
+        auto = {}
+        for cid, h_scores in {
+            "c1": {"faithfulness": 4, "fact_accuracy": 3, "content_preservation": 4,
+                   "structural_integrity": 4, "formatting_fidelity": 4, "language_quality": 4},
+            "c2": {"faithfulness": 2, "fact_accuracy": 1, "content_preservation": 4,
+                   "structural_integrity": 2, "formatting_fidelity": 1, "language_quality": 4},
+        }.items():
+            human[cid] = {"scores": h_scores, "evidence": {d: f"h:{d}" for d in h_scores}}
+            auto[cid] = {"scores": {d: s for d, s in h_scores.items()}, "evidence": {}}
+        # c2: auto scores everything 2 steps off on faithfulness and fact_accuracy
+        for d in ("faithfulness", "fact_accuracy"):
+            auto["c2"]["scores"][d] = 4
+        return human, auto
+
+    def test_overall_matches_independent_computation(self):
+        human, auto = self._sheets()
+        res = analyze(human, auto, {c: {"difficulty": "easy", "instruction": ""} for c in ("c1", "c2")})
+        all_pairs = []
+        for cid in ("c1", "c2"):
+            for d in human[cid]["scores"]:
+                all_pairs.append((human[cid]["scores"][d], auto[cid]["scores"][d]))
+        assert res["overall"]["n_cases"] == 2
+        assert res["overall"]["n_judgments"] == 12
+        # analyze() rounds to 3 decimals; compare with matching tolerance
+        assert res["overall"]["percent_agreement"] == pytest.approx(
+            round(percent_agreement(all_pairs), 3), abs=1e-12)
+        assert res["overall"]["kappa"] == pytest.approx(round(cohens_kappa(all_pairs), 3), abs=1e-12)
+        assert res["overall"]["kappa_linear_weighted"] == pytest.approx(
+            round(cohens_kappa(all_pairs, weighted=True), 3), abs=1e-12)
+
+    def test_per_dimension_values(self):
+        human, auto = self._sheets()
+        res = analyze(human, auto)
+        f = res["dimensions"]["faithfulness"]
+        assert f["n"] == 2
+        # pairs: (4,4), (2,4) -> po = 0.5
+        assert f["percent_agreement"] == pytest.approx(0.5)
+        assert f["kappa"] == pytest.approx(cohens_kappa([(4, 4), (2, 4)]))
+        assert f["confusion"][2][4] == 1
+        assert f["human_mean"] == pytest.approx(3.0)
+        assert f["auto_mean"] == pytest.approx(4.0)
+
+    def test_disagreements_sorted_by_magnitude(self):
+        human, auto = self._sheets()
+        res = analyze(human, auto)
+        diffs = [d["diff"] for d in res["disagreements"]]
+        assert diffs == sorted(diffs, key=abs, reverse=True)
+        assert any(d["case_id"] == "c2" and d["dimension"] == "faithfulness"
+                   and d["diff"] == -2 for d in res["disagreements"])
+
+    def test_distributions(self):
+        human, auto = self._sheets()
+        res = analyze(human, auto)
+        # c1 human: five 4s; c2 human: two 4s -> 7
+        assert res["distributions"]["human"]["4"] == 7
+        # c1 auto: five 4s; c2 auto: faith/fact/content/lang 4s -> 9
+        assert res["distributions"]["auto"]["4"] == 9
+
+    def test_partial_overlap_only_uses_shared_cases(self):
+        human, auto = self._sheets()
+        auto.pop("c1")
+        res = analyze(human, auto)
+        assert res["case_ids"] == ["c2"]
+        assert res["overall"]["n_cases"] == 1
+
+    def test_kappa_ci_bounds(self):
+        human, auto = self._sheets()
+        res = analyze(human, auto)
+        lo, hi = res["overall"]["kappa_ci95"]
+        assert -1.0 <= lo <= hi <= 1.0
+        assert math.isfinite(lo) and math.isfinite(hi)
+
+
+class TestAnalyzeDegenerate:
+    def test_single_shared_case_all_agree(self):
+        sheets = {d: 4 for d in
+                  ("faithfulness", "fact_accuracy", "content_preservation",
+                   "structural_integrity", "formatting_fidelity", "language_quality")}
+        human = {"c1": {"scores": dict(sheets)}}
+        auto = {"c1": {"scores": dict(sheets)}}
+        res = analyze(human, auto)
+        assert res["overall"]["kappa"] == 1.0
+        assert res["overall"]["percent_agreement"] == 1.0
+        assert res["disagreements"] == []
\ No newline at end of file
diff --git a/extensions/Nojhi3/edit-quality-rubric-study/tests/test_study_integration.py b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_study_integration.py
new file mode 100644
index 00000000..110e251e
--- /dev/null
+++ b/extensions/Nojhi3/edit-quality-rubric-study/tests/test_study_integration.py
@@ -0,0 +1,166 @@
+"""Integration test on the REAL study data (offline, no API calls): pins the
+headline numbers of the completed study so any regression in rubric, scores,
+or statistics is caught. If these numbers ever change, the change must be a
+deliberate re-run of the study — not a code accident."""
+
+import json
+import zipfile
+
+import pytest
+
+from app.analysis import analyze
+from app.budget import BudgetGuard
+from app.judges import load_score_sheets
+from app.pipeline import load_cases
+from app.report import build_report
+
+
+def _case_meta():
+    return {c["case_id"]: c for c in load_cases()}
+
+
+@pytest.fixture(scope="module")
+def real_analysis():
+    human, auto = load_score_sheets("human"), load_score_sheets("auto")
+    assert human and auto, "real score sheets missing"
+    return analyze(human, auto, _case_meta())
+
+
+class TestStudyIntegrity:
+    def test_all_cases_scored_by_both_raters(self, real_analysis):
+        assert real_analysis["overall"]["n_cases"] == 11
+        assert real_analysis["overall"]["n_judgments"] == 66
+        assert set(real_analysis["case_ids"]) == {c["case_id"] for c in load_cases()}
+
+    def test_headline_numbers(self, real_analysis):
+        o = real_analysis["overall"]
+        assert o["percent_agreement"] == 0.758
+        assert o["kappa"] == 0.339
+        assert o["kappa_linear_weighted"] == 0.405
+        assert o["kappa_ci95"][0] < o["kappa_ci95"][1]
+        assert -1.0 <= o["kappa_ci95"][0] <= o["kappa_ci95"][1] <= 1.0
+
+    def test_per_dimension_numbers(self, real_analysis):
+        expected = {
+            "faithfulness": (0.727, 0.56, "moderate", 0.645),
+            "fact_accuracy": (0.636, -0.1, "poor", -0.158),
+            "content_preservation": (0.909, 0.476, "moderate", 0.476),
+            "structural_integrity": (0.545, 0.127, "slight", 0.279),
+            "formatting_fidelity": (0.727, 0.0, "slight", 0.0),
+            "language_quality": (1.0, 1.0, "almost perfect", 1.0),
+        }
+        for did, (pct, kappa, band_label, wkappa) in expected.items():
+            d = real_analysis["dimensions"][did]
+            assert d["n"] == 11
+            assert d["percent_agreement"] == pytest.approx(pct, abs=0.001)
+            assert d["kappa"] == pytest.approx(kappa, abs=0.001)
+            assert d["kappa_band"] == band_label
+            assert d["kappa_linear_weighted"] == pytest.approx(wkappa, abs=0.001)
+
+    def test_distributions(self, real_analysis):
+        assert real_analysis["distributions"] == {
+            "human": {"1": 7, "2": 4, "3": 5, "4": 50},
+            "auto": {"1": 2, "2": 6, "3": 4, "4": 54},
+        }
+
+    def test_disagreement_review(self, real_analysis):
+        dis = real_analysis["disagreements"]
+        assert len(dis) == 8
+        assert [(d["case_id"], d["dimension"], d["diff"]) for d in dis] == [
+            ("contract-01", "faithfulness", 3),
+            ("plan-02", "fact_accuracy", -3),
+            ("plan-04", "structural_integrity", -3),
+            ("plan-04", "formatting_fidelity", -3),
+            ("contract-04", "fact_accuracy", 2),
+            ("contract-04", "content_preservation", -2),
+            ("meeting-03", "structural_integrity", -2),
+            ("plan-03", "fact_accuracy", 2),
+        ]
+        for d in dis:
+            assert d["human_evidence"] or d["auto_evidence"], \
+                f"disagreement {d['case_id']}/{d['dimension']} has no evidence"
+
+    def test_noop_case_is_identical(self):
+        from app import config
+        before = (config.EDITS_DIR / "plan-02" / "before.md").read_text(encoding="utf-8")
+        after = (config.EDITS_DIR / "plan-02" / "after.md").read_text(encoding="utf-8")
+        assert before == after
+
+    def test_every_edited_doc_differs_from_source(self):
+        from app import config
+        for case in load_cases():
+            before = (config.EDITS_DIR / case["case_id"] / "before.md").read_text(encoding="utf-8")
+            after = (config.EDITS_DIR / case["case_id"] / "after.md").read_text(encoding="utf-8")
+            if case["case_id"] == "plan-02":
+                continue  # the no-op case
+            assert before != after, f"{case['case_id']} was not actually edited"
+
+
+class TestLedgerIntegrity:
+    def test_actual_spend_within_stated_cap(self):
+        guard = BudgetGuard()
+        report = guard.report()
+        assert report["spent_ops"] <= report["cap_ops"]
+        assert report["cap_ops"] == 60
+
+    def test_spend_matches_ledger(self):
+        guard = BudgetGuard()
+        assert guard.total_spend() == guard.report()["spent_ops"]
+        assert guard.report()["spent_ops"] == 12
+        assert guard.report()["billable_calls"] == 12
+
+    def test_billable_calls_all_charged(self):
+        for e in BudgetGuard().load_ledger():
+            if e["was_billable"]:
+                assert int(e["ops_charged"]) >= 1
+
+
+class TestReportArtifacts:
+    def test_report_mentions_headline_kappa(self):
+        md = build_report()
+        assert "0.339" in md
+        assert "0.405" in md
+
+    def test_report_has_confusion_matrices(self):
+        assert "Confusion matrices" in build_report()
+
+    def test_exported_docx_is_valid(self):
+        from app import config
+        path = config.REPORT_DIR / "study_report.docx"
+        assert path.exists()
+        assert zipfile.is_zipfile(path)
+        with zipfile.ZipFile(path) as z:
+            assert "word/document.xml" in z.namelist()
+
+    def test_exported_pdf_is_valid(self):
+        from app import config
+        path = config.REPORT_DIR / "study_report.pdf"
+        assert path.exists()
+        assert path.read_bytes()[:5] == b"%PDF-"
+
+    def test_report_tracks_human_evidence_sparsity(self):
+        md = build_report()
+        assert "Sparse human evidence" in md
+
+
+class TestNoSecrets:
+    def test_api_keys_not_committed_outside_env(self):
+        from app import config
+        env_path = config.BASE_DIR / ".env"
+        env_text = env_path.read_text(encoding="utf-8") if env_path.exists() else ""
+        secrets = {}
+        for line in env_text.splitlines():
+            if "=" in line and not line.strip().startswith("#"):
+                k, _, v = line.partition("=")
+                if k.strip() in ("SUPERDOCS_API_KEY", "GEMINI_API_KEY") and v.strip():
+                    secrets[k.strip()] = v.strip()
+        assert secrets, "no keys found in .env — check fixture assumption"
+        for name, value in secrets.items():
+            if len(value) < 12:
+                continue
+            for path in config.BASE_DIR.rglob("*"):
+                sp = str(path).replace("\\", "/")
+                if not path.is_file() or ".env" in path.name or "__pycache__" in sp or ".git" in sp:
+                    continue
+                content = path.read_text(encoding="utf-8", errors="ignore")
+                assert value not in content, f"{name} leaked into {path}"
\ No newline at end of file
diff --git a/extensions/Nojhi3/hitl-review-tui/.gitignore b/extensions/Nojhi3/hitl-review-tui/.gitignore
new file mode 100644
index 00000000..ea8c4bf7
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/.gitignore
@@ -0,0 +1 @@
+/target
diff --git a/extensions/Nojhi3/hitl-review-tui/Cargo.lock b/extensions/Nojhi3/hitl-review-tui/Cargo.lock
new file mode 100644
index 00000000..c3c6b187
--- /dev/null
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+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "46c0cf2d539c645b448eaffec9ec494b8b19bd5077d9e58cb1ae7efece8d575b"
+dependencies = [
+ "proc-macro2",
+ "quote",
+ "syn 1.0.109",
+]
+
+[[package]]
+name = "wezterm-input-types"
+version = "0.1.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "7012add459f951456ec9d6c7e6fc340b1ce15d6fc9629f8c42853412c029e57e"
+dependencies = [
+ "bitflags 1.3.2",
+ "euclid",
+ "lazy_static",
+ "serde",
+ "wezterm-dynamic",
+]
+
+[[package]]
+name = "winapi"
+version = "0.3.9"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5c839a674fcd7a98952e593242ea400abe93992746761e38641405d28b00f419"
+dependencies = [
+ "winapi-i686-pc-windows-gnu",
+ "winapi-x86_64-pc-windows-gnu",
+]
+
+[[package]]
+name = "winapi-i686-pc-windows-gnu"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ac3b87c63620426dd9b991e5ce0329eff545bccbbb34f3be09ff6fb6ab51b7b6"
+
+[[package]]
+name = "winapi-x86_64-pc-windows-gnu"
+version = "0.4.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f"
+
+[[package]]
+name = "windows-link"
+version = "0.2.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
+
+[[package]]
+name = "windows-sys"
+version = "0.61.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "ae137229bcbd6cdf0f7b80a31df61766145077ddf49416a728b02cb3921ff3fc"
+dependencies = [
+ "windows-link",
+]
+
+[[package]]
+name = "wit-bindgen"
+version = "0.57.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1ebf944e87a7c253233ad6766e082e3cd714b5d03812acc24c318f549614536e"
+
+[[package]]
+name = "zmij"
+version = "1.0.23"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "29666d0abbfad1e3dc4dcf6144730dd3a3ab225bbbdac83319345b1b44ccfc1b"
diff --git a/extensions/Nojhi3/hitl-review-tui/Cargo.toml b/extensions/Nojhi3/hitl-review-tui/Cargo.toml
new file mode 100644
index 00000000..e061a070
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/Cargo.toml
@@ -0,0 +1,12 @@
+[package]
+name = "hitl-review-tui"
+version = "0.1.0"
+edition = "2024"
+description = "Terminal HITL review TUI: review proposed changes as coloured diffs, accept/reject/edit, then commit the approved batch."
+
+[dependencies]
+crossterm = "0.29.0"
+ratatui = "0.30.2"
+serde = { version = "1.0.229", features = ["derive"] }
+serde_json = "1.0.151"
+similar = "3.2.0"
\ No newline at end of file
diff --git a/extensions/Nojhi3/hitl-review-tui/README.md b/extensions/Nojhi3/hitl-review-tui/README.md
new file mode 100644
index 00000000..89e6e28d
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/README.md
@@ -0,0 +1,97 @@
+# Terminal HITL Review TUI
+
+Renders a batch of proposed changes as a coloured diff in the terminal with
+keyboard **accept / reject / edit**, then commits the approved batch.
+
+Built with Rust + [ratatui](https://ratatui.rs). Input is either a SuperDocs
+`pending_changes.json` batch or a plain unified `git diff` file.
+
+## What it does
+
+- Left pane: change list (status, index, target file, AI explanation).
+- Right pane: coloured line diff with word-level highlighting (red/green +
+  strikethrough/underline); HTML chunks are shown as readable extracted-text
+  diffs (`t` toggles the raw markup).
+- Keys: `j/k` move, `a` accept, `r` reject, `u` undo, `e` edit in `$EDITOR`
+  (re-diffed against the original), `n` next unreviewed, `f` filter by status,
+  `[`/`]`/`0` scroll the diff, `c` commit, `q` quit.
+- Commit applies **only the accepted/edited changes** (partial approval),
+  stages the touched files and makes one commit with a summary message.
+- Scales to hundreds of changes: the list is virtualized and the diff for a
+  change is computed lazily only when it is selected.
+- Headless mode for CI/automation: `--decide accept-all|reject-all` and/or a
+  JSON decisions file, plus `--dry-run` to plan without touching anything.
+
+## Usage
+
+```bash
+cargo build --release
+
+# interactive review of a SuperDocs pending_changes batch
+./target/release/hitl-review-tui data/sample_batch.json --workspace .
+
+# interactive review of a unified diff (one change per file)
+./target/release/hitl-review-tui data/sample.diff --workspace .
+
+# headless: accept everything and commit
+./target/release/hitl-review-tui data/sample_batch.json \
+  --workspace . --decide accept-all
+
+# headless: per-change decisions from a file, nothing written or committed
+./target/release/hitl-review-tui data/sample_batch.json \
+  --workspace . --decisions data/decisions.example.json --dry-run
+```
+
+`--map doc_id=path` overrides where a document's changes are applied, and a
+`"path"` field inside each JSON change entry is honored first.
+
+## Input formats
+
+- **JSON batch** (SuperDocs `pending_changes.json` shape): entries with
+  `old_html`/`new_html` or `old_text`/`new_text`, optional `change_id`,
+  `document_id`, `ai_explanation`, `path`. A change applies by replacing its
+  `old_*` content inside the target file (or creating the file if it is
+  missing).
+- **Unified diff** (`.diff`/`.patch`, git-style or plain): parsed into one
+  change per file; hunks are applied with context verification.
+
+## Decisions file (headless)
+
+```json
+{
+  "chg-001": "accept",
+  "chg-002": "reject"
+}
+```
+
+Every change must be decided (`--decide` covers the rest); otherwise headless
+mode fails with a non-zero exit code.
+
+## Project layout
+
+```
+src/
+  cli.rs        CLI parsing and usage text
+  load.rs       input parsing (JSON batch / unified diff) -> Vec
+  model.rs      Change, Decision, Payload, Hunk types
+  diffengine.rs unified diff parse + apply, line/word diff rendering
+  htmlext.rs    HTML -> plain-text extraction for readable diffs
+  actions.rs    apply accepted changes, git stage + single batch commit
+  headless.rs   headless review runner
+  tui/          ratatui app (key handling) and ui (rendering)
+data/           sample batch, sample diff, and a demo workspace
+tests/          end-to-end tests: temp git repos, partial approval, 200-change run
+```
+
+## Tests
+
+```bash
+cargo test
+```
+
+Covers diff parsing/application, HTML extraction, key handling, partial
+approval in a real temp git repo (rejected files untouched, commit contains
+only accepted files), dry-run, and a 200-change batch staying fast and
+correct.
+
+Built for the SuperDocs engineering task (round 2) by Akshat Rai.
diff --git a/extensions/Nojhi3/hitl-review-tui/data/decisions.example.json b/extensions/Nojhi3/hitl-review-tui/data/decisions.example.json
new file mode 100644
index 00000000..7bac8d05
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/data/decisions.example.json
@@ -0,0 +1,5 @@
+{
+  "chg-001": "accept",
+  "chg-002": "accept",
+  "chg-003": "reject"
+}
diff --git a/extensions/Nojhi3/hitl-review-tui/data/sample.diff b/extensions/Nojhi3/hitl-review-tui/data/sample.diff
new file mode 100644
index 00000000..e2b3c04d
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/data/sample.diff
@@ -0,0 +1,8 @@
+diff --git a/data/workspace/notes.txt b/data/workspace/notes.txt
+index 8f8a11f..c2d1e3f 100644
+--- a/data/workspace/notes.txt
++++ b/data/workspace/notes.txt
+@@ -1,2 +1,2 @@
+-Budget review on Tuesday.
++Budget review on Tuesday at 10:00.
+ Quarterly forecast due Friday.
diff --git a/extensions/Nojhi3/hitl-review-tui/data/sample_batch.json b/extensions/Nojhi3/hitl-review-tui/data/sample_batch.json
new file mode 100644
index 00000000..788641d8
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/data/sample_batch.json
@@ -0,0 +1,30 @@
+[
+  {
+    "change_id": "chg-001",
+    "document_id": "doc_primary",
+    "chunk_id": "0ae7cc33-f108-49db-90dc-9fea7e213be0",
+    "operation": "edit",
+    "path": "data/workspace/plan.html",
+    "old_html": "
      ab12
      \n\n\n\n\n\n\n\n\n
      PlanMonthly feeStorageUsers included
      Starter$29100 GB5
      Business$491 TB25
      Enterprise$9910 TBUnlimited
      ",
+    "new_html": "\n\n\n\n\n\n\n\n\n
      PlanMonthly feeStorageUsers included
      Starter$29100 GB5
      Business$591 TB25
      Enterprise$9910 TBUnlimited
      ",
+    "ai_explanation": "Updated the pricing table — the Business plan monthly fee is now $59."
+  },
+  {
+    "change_id": "chg-002",
+    "document_id": "doc_primary",
+    "operation": "edit",
+    "path": "data/workspace/plan.html",
+    "old_html": "
      The plan comparison is below.
      ",
+    "new_html": "
      The plan comparison is below — all fees in USD.
      ",
+    "ai_explanation": "Clarified that fees are in USD."
+  },
+  {
+    "change_id": "chg-003",
+    "document_id": "doc_secondary",
+    "operation": "edit",
+    "path": "data/workspace/notes.txt",
+    "old_text": "Budget review on Tuesday.",
+    "new_text": "Budget review on Tuesday at 10:00.",
+    "ai_explanation": "Added the meeting time."
+  }
+]
diff --git a/extensions/Nojhi3/hitl-review-tui/data/workspace/notes.txt b/extensions/Nojhi3/hitl-review-tui/data/workspace/notes.txt
new file mode 100644
index 00000000..35d126f6
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/data/workspace/notes.txt
@@ -0,0 +1,2 @@
+Budget review on Tuesday at 10:00.
+Quarterly forecast due Friday.
diff --git a/extensions/Nojhi3/hitl-review-tui/data/workspace/plan.html b/extensions/Nojhi3/hitl-review-tui/data/workspace/plan.html
new file mode 100644
index 00000000..927ec3dc
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/data/workspace/plan.html
@@ -0,0 +1,18 @@
+
+
+Service plans
+
+
      Service plans
      
+
      The plan comparison is below — all fees in USD.
      
+
+
+
+
+
+
+
+
+
+
      PlanMonthly feeStorageUsers included
      Starter$29100 GB5
      Business$591 TB25
      Enterprise$9910 TBUnlimited
      
+
+
diff --git a/extensions/Nojhi3/hitl-review-tui/src/actions.rs b/extensions/Nojhi3/hitl-review-tui/src/actions.rs
new file mode 100644
index 00000000..07819971
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/src/actions.rs
@@ -0,0 +1,305 @@
+use std::collections::BTreeMap;
+use std::path::Path;
+use std::process::Command;
+
+use crate::model::{Change, Decision, Payload};
+
+pub struct ApplyOutcome {
+    pub applied: Vec,
+    pub failed: Vec,
+    pub rejected: Vec,
+}
+
+pub fn apply_changes(
+    changes: &[Change],
+    workspace: &Path,
+    dry_run: bool,
+) -> Result {
+    let mut outcome = ApplyOutcome {
+        applied: Vec::new(),
+        failed: Vec::new(),
+        rejected: Vec::new(),
+    };
+    let mut by_path: BTreeMap> = BTreeMap::new();
+    for c in changes {
+        match c.decision {
+            Decision::Accepted | Decision::Edited => {
+                by_path
+                    .entry(c.payload.path().to_string())
+                    .or_default()
+                    .push(c);
+            }
+            Decision::Rejected => outcome.rejected.push(c.payload.path().to_string()),
+            Decision::Unreviewed => outcome.failed.push(format!("{} unreviewed", c.id)),
+        }
+    }
+    for (path, group) in by_path {
+        let full = workspace.join(&path);
+        if group
+            .iter()
+            .all(|c| matches!(c.payload, Payload::Hunks { .. }))
+        {
+            let content = std::fs::read_to_string(&full)
+                .map_err(|e| format!("cannot read {}: {e}", full.display()))?;
+            let mut hunks = Vec::new();
+            for c in &group {
+                if let Payload::Hunks { hunks: hs, .. } = &c.payload {
+                    hunks.extend(hs.iter().cloned());
+                }
+            }
+            let updated = crate::diffengine::apply_unified(&content, &hunks)
+                .map_err(|e| format!("{path}: {e}"))?;
+            if !dry_run {
+                write_if_changed(&full, &updated)?;
+            }
+            outcome.applied.push(path);
+        } else {
+            for c in &group {
+                if let Payload::Replace { old_raw, .. } = &c.payload {
+                    let target = c
+                        .applied_raw()
+                        .ok_or_else(|| format!("{}: missing applied content", c.id))?;
+                    match std::fs::read_to_string(&full) {
+                        Ok(content) => {
+                            if let Some(pos) = content.find(old_raw) {
+                                let updated = format!(
+                                    "{}{}{}",
+                                    &content[..pos],
+                                    target,
+                                    &content[pos + old_raw.len()..]
+                                );
+                                if !dry_run {
+                                    write_if_changed(&full, &updated)?;
+                                }
+                                outcome.applied.push(path.clone());
+                            } else {
+                                outcome
+                                    .failed
+                                    .push(format!("{path}: old content not found in file"));
+                            }
+                        }
+                        Err(_) => {
+                            if !dry_run {
+                                write_if_changed(&full, &target)?;
+                            }
+                            outcome.applied.push(path.clone());
+                        }
+                    }
+                }
+            }
+        }
+    }
+    outcome.applied.sort();
+    outcome.applied.dedup();
+    outcome.rejected.sort();
+    outcome.rejected.dedup();
+    Ok(outcome)
+}
+
+fn write_if_changed(path: &Path, content: &str) -> Result<(), String> {
+    let changed = match std::fs::read_to_string(path) {
+        Ok(c) => c != content,
+        Err(_) => true,
+    };
+    if changed {
+        if let Some(parent) = path.parent()
+            && !parent.as_os_str().is_empty()
+        {
+            std::fs::create_dir_all(parent)
+                .map_err(|e| format!("mkdir {}: {e}", parent.display()))?;
+        }
+        std::fs::write(path, content).map_err(|e| format!("write {}: {e}", path.display()))?;
+    }
+    Ok(())
+}
+
+pub struct CommitResult {
+    pub hash: Option,
+}
+
+pub fn commit_batch(
+    workspace: &Path,
+    files: &[String],
+    message: &str,
+    dry_run: bool,
+) -> Result {
+    if files.is_empty() {
+        return Ok(CommitResult { hash: None });
+    }
+    if dry_run {
+        return Ok(CommitResult {
+            hash: Some("(dry-run)".to_string()),
+        });
+    }
+    ensure_repo(workspace)?;
+    let mut add_args = vec!["add".to_string(), "--".to_string()];
+    add_args.extend(files.iter().cloned());
+    git(workspace, &add_args)?;
+    let msg_path = std::env::temp_dir().join(format!("hitl_commit_msg_{}.txt", std::process::id()));
+    std::fs::write(&msg_path, message).map_err(|e| format!("cannot write commit message: {e}"))?;
+    let commit_args = vec![
+        "commit".to_string(),
+        "-F".to_string(),
+        msg_path.to_string_lossy().into_owned(),
+    ];
+    let commit_res = git(workspace, &commit_args);
+    let _ = std::fs::remove_file(&msg_path);
+    commit_res?;
+    let hash = git(
+        workspace,
+        &[
+            "rev-parse".to_string(),
+            "--short".to_string(),
+            "HEAD".to_string(),
+        ],
+    )
+    .ok();
+    Ok(CommitResult { hash })
+}
+
+pub fn build_message(accepted: usize, edited: usize, rejected: usize, files: &[String]) -> String {
+    let mut msg = format!(
+        "Apply {} approved change(s) via hitl-review-tui",
+        accepted + edited
+    );
+    if edited > 0 {
+        msg.push_str(&format!("\n({edited} edited by reviewer)"));
+    }
+    if rejected > 0 {
+        msg.push_str(&format!("\n{rejected} change(s) rejected and not applied"));
+    }
+    if !files.is_empty() {
+        msg.push_str(&format!(
+            "\n\nfiles:\n{}",
+            files
+                .iter()
+                .map(|f| format!("  {f}"))
+                .collect::>()
+                .join("\n")
+        ));
+    }
+    msg
+}
+
+fn ensure_repo(workspace: &Path) -> Result<(), String> {
+    git(
+        workspace,
+        &["rev-parse".to_string(), "--is-inside-work-tree".to_string()],
+    )
+    .map_err(|e| format!("{} is not a git repository: {e}", workspace.display()))?;
+    Ok(())
+}
+
+pub fn git(workspace: &Path, args: &[String]) -> Result {
+    let out = Command::new("git")
+        .arg("-C")
+        .arg(workspace)
+        .args(args)
+        .output()
+        .map_err(|e| format!("git failed to start: {e}"))?;
+    if !out.status.success() {
+        return Err(format!(
+            "git {} failed: {}",
+            args.join(" "),
+            String::from_utf8_lossy(&out.stderr).trim()
+        ));
+    }
+    Ok(String::from_utf8_lossy(&out.stdout).trim().to_string())
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use crate::model::{Hunk, HunkLine, HunkLineKind, Payload};
+
+    #[test]
+    fn replace_payload_applies_substring() {
+        let dir = std::env::temp_dir().join(format!("hitl_act_{}", std::process::id()));
+        let _ = std::fs::remove_dir_all(&dir);
+        std::fs::create_dir_all(&dir).unwrap();
+        std::fs::write(dir.join("doc.txt"), "hello world\nfoo\n").unwrap();
+        let change = Change {
+            id: "c1".into(),
+            explanation: String::new(),
+            is_html: false,
+            payload: Payload::Replace {
+                path: "doc.txt".into(),
+                old_raw: "hello world".into(),
+                new_raw: "hello brave world".into(),
+            },
+            decision: Decision::Accepted,
+            edited_text: None,
+        };
+        let out = apply_changes(&[change], &dir, false).unwrap();
+        assert_eq!(out.applied, vec!["doc.txt".to_string()]);
+        let content = std::fs::read_to_string(dir.join("doc.txt")).unwrap();
+        assert_eq!(content, "hello brave world\nfoo\n");
+    }
+
+    #[test]
+    fn hunk_payload_applies_via_diff_engine() {
+        let dir = std::env::temp_dir().join(format!("hitl_act2_{}", std::process::id()));
+        let _ = std::fs::remove_dir_all(&dir);
+        std::fs::create_dir_all(&dir).unwrap();
+        std::fs::write(dir.join("f.txt"), "a\nb\nc\n").unwrap();
+        let change = Change {
+            id: "c1".into(),
+            explanation: String::new(),
+            is_html: false,
+            payload: Payload::Hunks {
+                path: "f.txt".into(),
+                hunks: vec![Hunk {
+                    old_pos0: 1,
+                    header: "@@ -2,1 +2,1 @@".into(),
+                    lines: vec![
+                        HunkLine {
+                            kind: HunkLineKind::Context,
+                            text: "a".into(),
+                        },
+                        HunkLine {
+                            kind: HunkLineKind::Removed,
+                            text: "b".into(),
+                        },
+                        HunkLine {
+                            kind: HunkLineKind::Added,
+                            text: "B!".into(),
+                        },
+                        HunkLine {
+                            kind: HunkLineKind::Context,
+                            text: "c".into(),
+                        },
+                    ],
+                }],
+            },
+            decision: Decision::Accepted,
+            edited_text: None,
+        };
+        let out = apply_changes(&[change], &dir, false).unwrap();
+        assert_eq!(out.applied, vec!["f.txt".to_string()]);
+        let content = std::fs::read_to_string(dir.join("f.txt")).unwrap();
+        assert_eq!(content, "a\nB!\nc\n");
+    }
+
+    #[test]
+    fn edited_decision_writes_edited_text() {
+        let dir = std::env::temp_dir().join(format!("hitl_act3_{}", std::process::id()));
+        let _ = std::fs::remove_dir_all(&dir);
+        std::fs::create_dir_all(&dir).unwrap();
+        std::fs::write(dir.join("doc.txt"), "hello world\n").unwrap();
+        let change = Change {
+            id: "c1".into(),
+            explanation: String::new(),
+            is_html: false,
+            payload: Payload::Replace {
+                path: "doc.txt".into(),
+                old_raw: "hello world".into(),
+                new_raw: "hello brave world".into(),
+            },
+            decision: Decision::Edited,
+            edited_text: Some("hello giant world".into()),
+        };
+        apply_changes(&[change], &dir, false).unwrap();
+        let content = std::fs::read_to_string(dir.join("doc.txt")).unwrap();
+        assert_eq!(content, "hello giant world\n");
+    }
+}
diff --git a/extensions/Nojhi3/hitl-review-tui/src/cli.rs b/extensions/Nojhi3/hitl-review-tui/src/cli.rs
new file mode 100644
index 00000000..d21c95a5
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/src/cli.rs
@@ -0,0 +1,91 @@
+use std::path::PathBuf;
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum DecideMode {
+    AcceptAll,
+    RejectAll,
+}
+
+pub struct Cli {
+    pub input: PathBuf,
+    pub workspace: Option,
+    pub maps: Vec<(String, String)>,
+    pub decide: Option,
+    pub decisions: Option,
+    pub dry_run: bool,
+    pub help: bool,
+}
+
+pub fn parse(args: &[String]) -> Result {
+    let mut cli = Cli {
+        input: PathBuf::new(),
+        workspace: None,
+        maps: Vec::new(),
+        decide: None,
+        decisions: None,
+        dry_run: false,
+        help: false,
+    };
+    let mut it = args.iter().peekable();
+    while let Some(a) = it.next() {
+        match a.as_str() {
+            "--workspace" => {
+                let v = it.next().ok_or("--workspace needs a value")?;
+                cli.workspace = Some(PathBuf::from(v));
+            }
+            "--map" => {
+                let kv = it.next().ok_or("--map needs doc_id=path")?;
+                let (k, v) = kv.split_once('=').ok_or("--map expects doc_id=path")?;
+                cli.maps.push((k.to_string(), v.to_string()));
+            }
+            "--decide" => {
+                let v = it.next().ok_or("--decide needs accept-all or reject-all")?;
+                cli.decide = Some(match v.as_str() {
+                    "accept-all" => DecideMode::AcceptAll,
+                    "reject-all" => DecideMode::RejectAll,
+                    other => return Err(format!("unknown --decide value {other:?}")),
+                });
+            }
+            "--decisions" => {
+                let v = it.next().ok_or("--decisions needs a file")?;
+                cli.decisions = Some(PathBuf::from(v));
+            }
+            "--dry-run" => cli.dry_run = true,
+            "-h" | "--help" => cli.help = true,
+            other if other.starts_with('-') => return Err(format!("unknown option {other}")),
+            other => {
+                if cli.input.as_os_str().is_empty() {
+                    cli.input = PathBuf::from(other);
+                } else {
+                    return Err(format!("unexpected argument {other}"));
+                }
+            }
+        }
+    }
+    if !cli.help && cli.input.as_os_str().is_empty() {
+        return Err("missing input file (JSON batch or unified diff)".into());
+    }
+    Ok(cli)
+}
+
+pub fn usage() -> String {
+    "hitl-review-tui - review proposed changes in the terminal, commit the approved batch\n\
+         \n\
+         USAGE:\n\
+         \x20 hitl-review-tui [OPTIONS] \n\
+         \n\
+         ARGS:\n\
+         \x20                 pending_changes.json batch or a unified diff file (.diff/.patch)\n\
+         \n\
+         OPTIONS:\n\
+         \x20 --workspace       git repo / file root for apply + commit (omit = review only)\n\
+         \x20 --map        map a document_id to a target file path (repeatable)\n\
+         \x20 --decide         headless: accept-all | reject-all\n\
+         \x20 --decisions      headless: JSON { change_id: \"accept\"|\"reject\" }\n\
+         \x20 --dry-run              plan only, touch nothing\n\
+         \x20 -h, --help             show this help\n\
+         \n\
+         KEYS (interactive):\n\
+         \x20 j/k move | a accept | r reject | u undo | e edit ($EDITOR) | n next unreviewed\n\
+         \x20 f filter | t raw/html toggle | [ ] scroll diff | 0 top | c commit | q quit".to_string()
+}
diff --git a/extensions/Nojhi3/hitl-review-tui/src/diffengine.rs b/extensions/Nojhi3/hitl-review-tui/src/diffengine.rs
new file mode 100644
index 00000000..047882df
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/src/diffengine.rs
@@ -0,0 +1,381 @@
+use similar::{ChangeTag, TextDiff};
+
+use crate::model::{Change, Hunk, HunkLine, HunkLineKind, Payload};
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum ViewKind {
+    Context,
+    Removed,
+    Added,
+    Header,
+}
+
+#[derive(Clone, Debug)]
+pub struct ViewLine {
+    pub kind: ViewKind,
+    pub text: String,
+    pub segments: Option>,
+}
+
+pub fn render_change(change: &Change, show_raw: bool) -> Vec {
+    match &change.payload {
+        Payload::Hunks { hunks, .. } => {
+            let mut out = Vec::new();
+            for h in hunks {
+                out.push(ViewLine {
+                    kind: ViewKind::Header,
+                    text: h.header.clone(),
+                    segments: None,
+                });
+                for l in &h.lines {
+                    let kind = match l.kind {
+                        HunkLineKind::Context => ViewKind::Context,
+                        HunkLineKind::Added => ViewKind::Added,
+                        HunkLineKind::Removed => ViewKind::Removed,
+                    };
+                    out.push(ViewLine {
+                        kind,
+                        text: l.text.clone(),
+                        segments: None,
+                    });
+                }
+            }
+            out
+        }
+        Payload::Replace {
+            old_raw, new_raw, ..
+        } => {
+            let (old_v, new_v) = if change.is_html {
+                if show_raw {
+                    (old_raw.clone(), new_raw.clone())
+                } else {
+                    (
+                        crate::htmlext::html_to_text(old_raw),
+                        crate::htmlext::html_to_text(new_raw),
+                    )
+                }
+            } else {
+                (old_raw.clone(), new_raw.clone())
+            };
+            let new_eff = match &change.edited_text {
+                Some(t) if change.is_html && !show_raw => crate::htmlext::html_to_text(t),
+                Some(t) => t.clone(),
+                None => new_v,
+            };
+            diff_lines(&old_v, &new_eff)
+        }
+    }
+}
+
+pub fn diff_lines(old: &str, new: &str) -> Vec {
+    let diff = TextDiff::from_lines(old, new);
+    let mut out = Vec::new();
+    let mut pending: Vec = Vec::new();
+    for ch in diff.iter_all_changes() {
+        match ch.tag() {
+            ChangeTag::Equal => {
+                flush_pending(&mut out, &mut pending);
+                out.push(ViewLine {
+                    kind: ViewKind::Context,
+                    text: ch.value().to_string(),
+                    segments: None,
+                });
+            }
+            ChangeTag::Delete => pending.push(ch.value().to_string()),
+            ChangeTag::Insert => {
+                if let Some(removed) = pending.first() {
+                    let (seg_old, seg_new) = word_diff(removed, ch.value());
+                    out.push(ViewLine {
+                        kind: ViewKind::Removed,
+                        text: removed.clone(),
+                        segments: Some(seg_old),
+                    });
+                    out.push(ViewLine {
+                        kind: ViewKind::Added,
+                        text: ch.value().to_string(),
+                        segments: Some(seg_new),
+                    });
+                    pending.remove(0);
+                } else {
+                    out.push(ViewLine {
+                        kind: ViewKind::Added,
+                        text: ch.value().to_string(),
+                        segments: None,
+                    });
+                }
+            }
+        }
+    }
+    flush_pending(&mut out, &mut pending);
+    out
+}
+
+fn flush_pending(out: &mut Vec, pending: &mut Vec) {
+    for p in pending.drain(..) {
+        out.push(ViewLine {
+            kind: ViewKind::Removed,
+            text: p,
+            segments: None,
+        });
+    }
+}
+
+pub type WordSegments = (Vec<(String, bool)>, Vec<(String, bool)>);
+
+pub fn word_diff(old: &str, new: &str) -> WordSegments {
+    let diff = TextDiff::from_words(old, new);
+    let mut olds = Vec::new();
+    let mut news = Vec::new();
+    for ch in diff.iter_all_changes() {
+        match ch.tag() {
+            ChangeTag::Equal => {
+                olds.push((ch.value().to_string(), false));
+                news.push((ch.value().to_string(), false));
+            }
+            ChangeTag::Delete => olds.push((ch.value().to_string(), true)),
+            ChangeTag::Insert => news.push((ch.value().to_string(), true)),
+        }
+    }
+    (olds, news)
+}
+
+#[derive(Clone, Debug)]
+pub struct FileDiff {
+    pub path: String,
+    pub hunks: Vec,
+}
+
+pub fn parse_unified(text: &str) -> Result, String> {
+    let mut files: Vec = Vec::new();
+    let mut current: Option = None;
+    let mut hunk: Option = None;
+    for line in text.lines() {
+        if line.starts_with("diff --git ") {
+            flush(&mut files, &mut current, &mut hunk);
+            current = Some(FileDiff {
+                path: String::new(),
+                hunks: Vec::new(),
+            });
+        } else if line.starts_with("+++ ") {
+            if current.is_none() {
+                current = Some(FileDiff {
+                    path: String::new(),
+                    hunks: Vec::new(),
+                });
+            }
+            if let Some(c) = current.as_mut() {
+                c.path = strip_a_b_prefix(line.strip_prefix("+++ ").unwrap_or(""));
+            }
+        } else if line.starts_with("--- ") {
+            if current
+                .as_ref()
+                .map(|c| !c.hunks.is_empty())
+                .unwrap_or(false)
+            {
+                flush(&mut files, &mut current, &mut hunk);
+            }
+        } else if line.starts_with("@@ ") {
+            flush_hunk(&mut hunk, current.as_mut());
+            hunk = Some(parse_hunk_header(line)?);
+        } else if let Some(h) = hunk.as_mut() {
+            let (kind, body) = if let Some(rest) = line.strip_prefix('+') {
+                (HunkLineKind::Added, rest)
+            } else if let Some(rest) = line.strip_prefix('-') {
+                (HunkLineKind::Removed, rest)
+            } else if let Some(rest) = line.strip_prefix(' ') {
+                (HunkLineKind::Context, rest)
+            } else if line.starts_with("\\ No newline") {
+                continue;
+            } else {
+                return Err(format!("unexpected line inside hunk: {line:?}"));
+            };
+            h.lines.push(HunkLine {
+                kind,
+                text: body.to_string(),
+            });
+        }
+    }
+    flush(&mut files, &mut current, &mut hunk);
+    if files.is_empty() {
+        return Err("no hunks found in diff".into());
+    }
+    Ok(files)
+}
+
+fn strip_a_b_prefix(p: &str) -> String {
+    let t = p.trim();
+    if let Some(rest) = t.strip_prefix("a/").or_else(|| t.strip_prefix("b/")) {
+        rest.to_string()
+    } else {
+        t.to_string()
+    }
+}
+
+fn parse_hunk_header(line: &str) -> Result {
+    let body = line.trim_start_matches("@@").trim_end_matches("@@").trim();
+    let mut parts = body.split_whitespace();
+    let old = parts
+        .next()
+        .ok_or_else(|| format!("bad hunk header: {line}"))?;
+    let new = parts
+        .next()
+        .ok_or_else(|| format!("bad hunk header: {line}"))?;
+    let parse_range = |s: &str| -> Result<(usize, usize), String> {
+        let s = s.trim_start_matches(['-', '+']);
+        if let Some((a, b)) = s.split_once(',') {
+            let a: usize = a.parse().map_err(|_| format!("bad hunk header: {line}"))?;
+            let b: usize = b.parse().map_err(|_| format!("bad hunk header: {line}"))?;
+            Ok((a, b))
+        } else {
+            let a: usize = s.parse().map_err(|_| format!("bad hunk header: {line}"))?;
+            Ok((a, 1))
+        }
+    };
+    let (old_start, _) = parse_range(old)?;
+    let (_, _) = parse_range(new)?;
+    let old_pos0 = old_start.saturating_sub(1);
+    Ok(Hunk {
+        old_pos0,
+        header: line.to_string(),
+        lines: Vec::new(),
+    })
+}
+
+fn flush_hunk(hunk: &mut Option, current: Option<&mut FileDiff>) {
+    if let Some(h) = hunk.take()
+        && let Some(c) = current
+    {
+        c.hunks.push(h);
+    }
+}
+
+fn flush(files: &mut Vec, current: &mut Option, hunk: &mut Option) {
+    flush_hunk(hunk, current.as_mut());
+    if let Some(c) = current.take()
+        && !c.path.is_empty()
+        && !c.hunks.is_empty()
+    {
+        files.push(c);
+    }
+}
+
+pub fn apply_unified(content: &str, hunks: &[Hunk]) -> Result {
+    let mut lines: Vec = content.split('\n').map(String::from).collect();
+    let had_trailing = content.ends_with('\n');
+    if lines.last().map(|s| s.is_empty()) == Some(true) {
+        lines.pop();
+    }
+    for h in hunks.iter().rev() {
+        let pre: Vec = h.pre_image();
+        let mut pos = h.old_pos0.min(lines.len());
+        let matches_at = |p: usize| -> bool {
+            p + pre.len() <= lines.len()
+                && pre
+                    .iter()
+                    .zip(&lines[p..p + pre.len()])
+                    .all(|(a, b)| a == b)
+        };
+        if !matches_at(pos) {
+            let found = (0..=lines.len().saturating_sub(pre.len()))
+                .find(|&p| matches_at(p))
+                .ok_or_else(|| format!("hunk context not found near line {}", h.old_pos0 + 1))?;
+            pos = found;
+        }
+        let post: Vec = h.post_image();
+        lines.splice(pos..pos + pre.len(), post);
+    }
+    let mut out = lines.join("\n");
+    if had_trailing {
+        out.push('\n');
+    }
+    Ok(out)
+}
+
+pub fn rebuild_hunk(old_lines: &[String], new_lines: &[String], old_pos0: usize) -> Hunk {
+    let old_joined = old_lines.join("\n");
+    let new_joined = new_lines.join("\n");
+    let diff = TextDiff::from_lines(&old_joined, &new_joined);
+    let mut lines = Vec::new();
+    for ch in diff.iter_all_changes() {
+        let kind = match ch.tag() {
+            ChangeTag::Equal => HunkLineKind::Context,
+            ChangeTag::Delete => HunkLineKind::Removed,
+            ChangeTag::Insert => HunkLineKind::Added,
+        };
+        lines.push(HunkLine {
+            kind,
+            text: ch.value().trim_end_matches('\n').to_string(),
+        });
+    }
+    let old_count = lines
+        .iter()
+        .filter(|l| l.kind != HunkLineKind::Added)
+        .count();
+    let new_count = lines
+        .iter()
+        .filter(|l| l.kind != HunkLineKind::Removed)
+        .count();
+    let header = Hunk::header_for(old_pos0 + 1, old_count, old_pos0 + 1, new_count);
+    Hunk {
+        old_pos0,
+        header,
+        lines,
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn parses_single_file_diff() {
+        let text = "--- a/f.txt\n+++ b/f.txt\n@@ -1,4 +1,4 @@\n line1\n-line2\n+line2 changed\n line3\n line4\n";
+        let files = parse_unified(text).unwrap();
+        assert_eq!(files.len(), 1);
+        assert_eq!(files[0].path, "f.txt");
+        assert_eq!(files[0].hunks.len(), 1);
+    }
+
+    #[test]
+    fn parses_multi_file_git_diff() {
+        let text = "diff --git a/x.txt b/x.txt\nindex 111..222 100644\n--- a/x.txt\n+++ b/x.txt\n@@ -1,2 +1,2 @@\n a\n-b\n+b2\n c\ndiff --git a/y.txt b/y.txt\nindex 333..444 100644\n--- a/y.txt\n+++ b/y.txt\n@@ -1,1 +1,2 @@\n-a\n+a\n+b\n";
+        let files = parse_unified(text).unwrap();
+        assert_eq!(files.len(), 2);
+        assert_eq!(files[0].path, "x.txt");
+        assert_eq!(files[1].path, "y.txt");
+    }
+
+    #[test]
+    fn applies_single_hunk() {
+        let text = "--- a/f.txt\n+++ b/f.txt\n@@ -1,4 +1,4 @@\n line1\n-line2\n+line2 changed\n line3\n line4\n";
+        let files = parse_unified(text).unwrap();
+        let updated = apply_unified("line1\nline2\nline3\nline4\n", &files[0].hunks).unwrap();
+        assert_eq!(updated, "line1\nline2 changed\nline3\nline4\n");
+    }
+
+    #[test]
+    fn applies_multiple_hunks_in_order() {
+        let text =
+            "--- a/f.txt\n+++ b/f.txt\n@@ -1,2 +1,2 @@\n a\n-b\n+c\n@@ -4,2 +4,2 @@\n d\n-e\n+f\n";
+        let files = parse_unified(text).unwrap();
+        let updated = apply_unified("a\nb\nd\ne", &files[0].hunks).unwrap();
+        assert_eq!(updated, "a\nc\nd\nf");
+    }
+
+    #[test]
+    fn applies_new_file_hunk() {
+        let text = "--- /dev/null\n+++ b/new.txt\n@@ -0,0 +1,2 @@\n+one\n+two\n";
+        let files = parse_unified(text).unwrap();
+        let updated = apply_unified("", &files[0].hunks).unwrap();
+        assert_eq!(updated, "one\ntwo");
+    }
+
+    #[test]
+    fn rebuild_hunk_produces_applicable_hunk() {
+        let old = vec!["a".to_string(), "b".to_string(), "c".to_string()];
+        let new = vec!["a".to_string(), "B!".to_string(), "c".to_string()];
+        let h = rebuild_hunk(&old, &new, 0);
+        let updated = apply_unified("a\nb\nc", &[h]).unwrap();
+        assert_eq!(updated, "a\nB!\nc");
+    }
+}
diff --git a/extensions/Nojhi3/hitl-review-tui/src/headless.rs b/extensions/Nojhi3/hitl-review-tui/src/headless.rs
new file mode 100644
index 00000000..1cf5336f
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/src/headless.rs
@@ -0,0 +1,75 @@
+use std::collections::HashMap;
+
+use crate::actions;
+use crate::cli::{Cli, DecideMode};
+use crate::model::{Change, Decision};
+
+pub fn run(cli: &Cli, changes: &mut [Change]) -> Result<(), String> {
+    if let Some(file) = &cli.decisions {
+        let text = std::fs::read_to_string(file)
+            .map_err(|e| format!("cannot read {}: {e}", file.display()))?;
+        let map: HashMap =
+            serde_json::from_str(&text).map_err(|e| format!("invalid decisions file: {e}"))?;
+        for c in changes.iter_mut() {
+            if let Some(v) = map.get(&c.id) {
+                c.decision = match v.as_str() {
+                    "accept" => Decision::Accepted,
+                    "reject" => Decision::Rejected,
+                    other => return Err(format!("bad decision {other:?} for {}", c.id)),
+                };
+            }
+        }
+    }
+    if let Some(mode) = cli.decide {
+        for c in changes.iter_mut() {
+            if c.decision == Decision::Unreviewed {
+                c.decision = match mode {
+                    DecideMode::AcceptAll => Decision::Accepted,
+                    DecideMode::RejectAll => Decision::Rejected,
+                };
+            }
+        }
+    }
+    let unreviewed = changes
+        .iter()
+        .filter(|c| c.decision == Decision::Unreviewed)
+        .count();
+    let accepted = changes.iter().filter(|c| c.decision.is_applied()).count();
+    let rejected = changes
+        .iter()
+        .filter(|c| c.decision == Decision::Rejected)
+        .count();
+    if unreviewed > 0 {
+        return Err(format!(
+            "{unreviewed} change(s) left unreviewed; every change must be decided in headless mode"
+        ));
+    }
+    println!(
+        "reviewed {} change(s): accepted {accepted}, rejected {rejected}",
+        changes.len()
+    );
+    match &cli.workspace {
+        Some(ws) => {
+            let out = actions::apply_changes(changes, ws, cli.dry_run)?;
+            println!("applied {} file(s)", out.applied.len());
+            for f in &out.applied {
+                println!("  + {f}");
+            }
+            for f in &out.failed {
+                println!("  ! {f}");
+            }
+            let msg = actions::build_message(accepted, 0, rejected, &out.applied);
+            let res = actions::commit_batch(ws, &out.applied, &msg, cli.dry_run)?;
+            match res.hash {
+                Some(h) => println!("committed: {h}"),
+                None => println!("nothing to commit"),
+            }
+        }
+        None => {
+            if accepted > 0 {
+                println!("no --workspace given: review only, nothing applied or committed");
+            }
+        }
+    }
+    Ok(())
+}
diff --git a/extensions/Nojhi3/hitl-review-tui/src/htmlext.rs b/extensions/Nojhi3/hitl-review-tui/src/htmlext.rs
new file mode 100644
index 00000000..300f7bad
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/src/htmlext.rs
@@ -0,0 +1,100 @@
+pub fn html_to_text(html: &str) -> String {
+    let mut out = String::new();
+    let mut chars = html.chars().peekable();
+    while let Some(c) = chars.next() {
+        match c {
+            '<' => {
+                let mut tag = String::new();
+                while let Some(&c2) = chars.peek() {
+                    if c2 == '>' {
+                        chars.next();
+                        break;
+                    }
+                    tag.push(c2);
+                    chars.next();
+                }
+                let name: String = tag
+                    .trim_start_matches('/')
+                    .trim_start()
+                    .chars()
+                    .take_while(|c| c.is_ascii_alphanumeric())
+                    .collect::()
+                    .to_lowercase();
+                match name.as_str() {
+                    "br" => out.push('\n'),
+                    "p" | "div" | "tr" | "li" | "h1" | "h2" | "h3" | "h4" | "table" => {
+                        out.push('\n')
+                    }
+                    "td" | "th" => out.push_str(" | "),
+                    _ => {}
+                }
+            }
+            '&' => {
+                let mut ent = String::new();
+                while let Some(&c2) = chars.peek() {
+                    if c2 == ';' {
+                        chars.next();
+                        break;
+                    }
+                    ent.push(c2);
+                    chars.next();
+                }
+                let replacement = match ent.as_str() {
+                    "amp" => Some("&".to_string()),
+                    "lt" => Some("<".to_string()),
+                    "gt" => Some(">".to_string()),
+                    "quot" => Some("\"".to_string()),
+                    "apos" => Some("'".to_string()),
+                    "nbsp" => Some(" ".to_string()),
+                    _ => None,
+                };
+                match replacement {
+                    Some(r) => out.push_str(&r),
+                    None => {
+                        if let Some(num) = ent.strip_prefix('#')
+                            && let Ok(n) = num.parse::()
+                            && let Some(ch) = char::from_u32(n)
+                        {
+                            out.push(ch);
+                            continue;
+                        }
+                        out.push('&');
+                        out.push_str(&ent);
+                        out.push(';');
+                    }
+                }
+            }
+            other => out.push(other),
+        }
+    }
+    out.lines()
+        .map(|l| l.split_whitespace().collect::>().join(" "))
+        .filter(|l| !l.trim().is_empty())
+        .collect::>()
+        .join("\n")
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn strips_tags_and_entities() {
+        let text = html_to_text(
+            "\
+             
      PlanFee & terms
      Basic$29
      ",
+        );
+        assert!(text.contains("Plan"));
+        assert!(text.contains("&"));
+        assert!(text.contains("$29"));
+        assert!(!text.contains('<'));
+        assert!(!text.contains('>'));
+    }
+
+    #[test]
+    fn keeps_text_between_blocks() {
+        let text = html_to_text("
      Hello world
      Second para
      ");
+        assert!(text.contains("Hello world"));
+        assert!(text.contains("Second para"));
+    }
+}
diff --git a/extensions/Nojhi3/hitl-review-tui/src/lib.rs b/extensions/Nojhi3/hitl-review-tui/src/lib.rs
new file mode 100644
index 00000000..bad165f7
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/src/lib.rs
@@ -0,0 +1,8 @@
+pub mod actions;
+pub mod cli;
+pub mod diffengine;
+pub mod headless;
+pub mod htmlext;
+pub mod load;
+pub mod model;
+pub mod tui;
diff --git a/extensions/Nojhi3/hitl-review-tui/src/load.rs b/extensions/Nojhi3/hitl-review-tui/src/load.rs
new file mode 100644
index 00000000..04ee65f9
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/src/load.rs
@@ -0,0 +1,156 @@
+use std::path::Path;
+
+use serde::Deserialize;
+
+use crate::diffengine;
+use crate::model::{Change, Decision, Payload};
+
+#[derive(Deserialize, Default)]
+struct RawChange {
+    change_id: Option,
+    document_id: Option,
+    old_html: Option,
+    new_html: Option,
+    old_text: Option,
+    new_text: Option,
+    ai_explanation: Option,
+    path: Option,
+}
+
+pub fn load(
+    path: &Path,
+    workspace: Option<&Path>,
+    maps: &[(String, String)],
+) -> Result, String> {
+    let text = std::fs::read_to_string(path)
+        .map_err(|e| format!("cannot read {}: {e}", path.display()))?;
+    let trimmed = text.trim_start();
+    if trimmed.starts_with('[') || trimmed.starts_with('{') {
+        load_json_batch(&text, workspace, maps)
+    } else {
+        load_diff(&text)
+    }
+}
+
+fn load_json_batch(
+    text: &str,
+    workspace: Option<&Path>,
+    maps: &[(String, String)],
+) -> Result, String> {
+    let raws: Vec =
+        serde_json::from_str(text).map_err(|e| format!("invalid JSON batch: {e}"))?;
+    let mut changes = Vec::new();
+    for (i, r) in raws.into_iter().enumerate() {
+        let (old_raw, new_raw, is_html) = if let (Some(o), Some(n)) = (r.old_html, r.new_html) {
+            (o, n, true)
+        } else if let (Some(o), Some(n)) = (r.old_text, r.new_text) {
+            (o, n, false)
+        } else {
+            return Err(format!(
+                "change #{} has neither old_html/new_html nor old_text/new_text",
+                i + 1
+            ));
+        };
+        let document_id = r.document_id.clone().unwrap_or_else(|| format!("doc_{i}"));
+        let path = resolve_path(&document_id, r.path.as_deref(), workspace, maps);
+        let explanation = r.ai_explanation.unwrap_or_default();
+        changes.push(Change {
+            id: r.change_id.unwrap_or_else(|| format!("{document_id}#{i}")),
+            explanation,
+            is_html,
+            payload: Payload::Replace {
+                path,
+                old_raw,
+                new_raw,
+            },
+            decision: Decision::Unreviewed,
+            edited_text: None,
+        });
+    }
+    Ok(changes)
+}
+
+fn resolve_path(
+    doc_id: &str,
+    entry_path: Option<&str>,
+    workspace: Option<&Path>,
+    maps: &[(String, String)],
+) -> String {
+    if let Some((_, p)) = maps.iter().find(|(k, _)| k == doc_id) {
+        return p.clone();
+    }
+    if let Some(p) = entry_path {
+        return p.to_string();
+    }
+    if let Some(ws) = workspace
+        && ws.join(doc_id).exists()
+    {
+        return doc_id.to_string();
+    }
+    doc_id.to_string()
+}
+
+fn load_diff(text: &str) -> Result, String> {
+    let files = diffengine::parse_unified(text)?;
+    let mut changes = Vec::new();
+    for f in files {
+        changes.push(Change {
+            id: format!("{}@file", f.path),
+            explanation: String::new(),
+            is_html: false,
+            payload: Payload::Hunks {
+                path: f.path.clone(),
+                hunks: f.hunks,
+            },
+            decision: Decision::Unreviewed,
+            edited_text: None,
+        });
+    }
+    Ok(changes)
+}
+
+#[cfg(test)]
+pub fn load_json_batch_for_test(text: &str) -> Vec {
+    load_json_batch(text, None, &[]).expect("valid test batch")
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn parses_json_batch_with_html() {
+        let text = r#"[{"change_id":"c1","document_id":"doc_primary","old_html":"
      old
      ","new_html":"
      new
      ","ai_explanation":"tone"}]"#;
+        let changes = load_json_batch(text, None, &[]).unwrap();
+        assert_eq!(changes.len(), 1);
+        assert!(changes[0].is_html);
+        assert_eq!(changes[0].explanation, "tone");
+        if let Payload::Replace {
+            path,
+            old_raw,
+            new_raw,
+        } = &changes[0].payload
+        {
+            assert_eq!(path, "doc_primary");
+            assert_eq!(old_raw, "
      old
      ");
+            assert_eq!(new_raw, "
      new
      ");
+        } else {
+            panic!("expected Replace payload");
+        }
+    }
+
+    #[test]
+    fn missing_pair_is_an_error() {
+        let text = r#"[{"change_id":"c1","old_html":"
      x
      "}]"#;
+        assert!(load_json_batch(text, None, &[]).is_err());
+    }
+
+    #[test]
+    fn map_overrides_entry_path() {
+        let text =
+            r#"[{"change_id":"c1","document_id":"doc_primary","old_text":"a","new_text":"b"}]"#;
+        let changes =
+            load_json_batch(text, None, &[("doc_primary".into(), "real.txt".into())]).unwrap();
+        assert_eq!(changes[0].payload.path(), "real.txt");
+    }
+}
diff --git a/extensions/Nojhi3/hitl-review-tui/src/main.rs b/extensions/Nojhi3/hitl-review-tui/src/main.rs
new file mode 100644
index 00000000..45229441
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/src/main.rs
@@ -0,0 +1,41 @@
+use std::process::ExitCode;
+
+use hitl_review_tui::{cli, headless, load, tui};
+
+fn main() -> ExitCode {
+    let args: Vec = std::env::args().skip(1).collect();
+    let cli = match cli::parse(&args) {
+        Ok(c) => c,
+        Err(e) => {
+            eprintln!("error: {e}\n\n{}", cli::usage());
+            return ExitCode::from(2);
+        }
+    };
+    if cli.help {
+        println!("{}", cli::usage());
+        return ExitCode::SUCCESS;
+    }
+    let mut changes = match load::load(&cli.input, cli.workspace.as_deref(), &cli.maps) {
+        Ok(c) => c,
+        Err(e) => {
+            eprintln!("error: {e}");
+            return ExitCode::from(1);
+        }
+    };
+    if changes.is_empty() {
+        eprintln!("error: no changes found in {}", cli.input.display());
+        return ExitCode::from(1);
+    }
+    let result = if cli.decide.is_some() || cli.decisions.is_some() {
+        headless::run(&cli, &mut changes)
+    } else {
+        tui::run(tui::app::App::new(changes, cli))
+    };
+    match result {
+        Ok(()) => ExitCode::SUCCESS,
+        Err(e) => {
+            eprintln!("error: {e}");
+            ExitCode::from(1)
+        }
+    }
+}
diff --git a/extensions/Nojhi3/hitl-review-tui/src/model.rs b/extensions/Nojhi3/hitl-review-tui/src/model.rs
new file mode 100644
index 00000000..d7a0dd54
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/src/model.rs
@@ -0,0 +1,115 @@
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum Decision {
+    Unreviewed,
+    Accepted,
+    Rejected,
+    Edited,
+}
+
+impl Decision {
+    pub fn mark(self) -> &'static str {
+        match self {
+            Decision::Unreviewed => "[ ]",
+            Decision::Accepted => "[A]",
+            Decision::Rejected => "[R]",
+            Decision::Edited => "[E]",
+        }
+    }
+
+    pub fn is_applied(self) -> bool {
+        matches!(self, Decision::Accepted | Decision::Edited)
+    }
+}
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum HunkLineKind {
+    Context,
+    Added,
+    Removed,
+}
+
+#[derive(Clone, Debug)]
+pub struct HunkLine {
+    pub kind: HunkLineKind,
+    pub text: String,
+}
+
+#[derive(Clone, Debug)]
+pub struct Hunk {
+    pub old_pos0: usize,
+    pub header: String,
+    pub lines: Vec,
+}
+
+impl Hunk {
+    pub fn pre_image(&self) -> Vec {
+        self.lines
+            .iter()
+            .filter(|l| l.kind != HunkLineKind::Added)
+            .map(|l| l.text.clone())
+            .collect()
+    }
+
+    pub fn post_image(&self) -> Vec {
+        self.lines
+            .iter()
+            .filter(|l| l.kind != HunkLineKind::Removed)
+            .map(|l| l.text.clone())
+            .collect()
+    }
+
+    pub fn header_for(
+        old_start: usize,
+        old_count: usize,
+        new_start: usize,
+        new_count: usize,
+    ) -> String {
+        format!(
+            "@@ -{},{} +{},{} @@",
+            old_start, old_count, new_start, new_count
+        )
+    }
+}
+
+#[derive(Clone, Debug)]
+pub enum Payload {
+    Replace {
+        path: String,
+        old_raw: String,
+        new_raw: String,
+    },
+    Hunks {
+        path: String,
+        hunks: Vec,
+    },
+}
+
+impl Payload {
+    pub fn path(&self) -> &str {
+        match self {
+            Payload::Replace { path, .. } => path,
+            Payload::Hunks { path, .. } => path,
+        }
+    }
+}
+
+#[derive(Clone, Debug)]
+pub struct Change {
+    pub id: String,
+    pub explanation: String,
+    pub is_html: bool,
+    pub payload: Payload,
+    pub decision: Decision,
+    pub edited_text: Option,
+}
+
+impl Change {
+    pub fn applied_raw(&self) -> Option {
+        match &self.payload {
+            Payload::Replace { new_raw, .. } => {
+                Some(self.edited_text.clone().unwrap_or_else(|| new_raw.clone()))
+            }
+            Payload::Hunks { .. } => None,
+        }
+    }
+}
diff --git a/extensions/Nojhi3/hitl-review-tui/src/tui/app.rs b/extensions/Nojhi3/hitl-review-tui/src/tui/app.rs
new file mode 100644
index 00000000..91ba2944
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/src/tui/app.rs
@@ -0,0 +1,459 @@
+use std::path::PathBuf;
+
+use crossterm::event::KeyCode;
+
+use crate::actions;
+use crate::cli::Cli;
+use crate::model::{Change, Decision, Payload};
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum Filter {
+    All,
+    Unreviewed,
+    Accepted,
+    Rejected,
+}
+
+impl Filter {
+    pub fn label(self) -> &'static str {
+        match self {
+            Filter::All => "all",
+            Filter::Unreviewed => "unreviewed",
+            Filter::Accepted => "accepted",
+            Filter::Rejected => "rejected",
+        }
+    }
+
+    pub fn matches(self, d: Decision) -> bool {
+        match self {
+            Filter::All => true,
+            Filter::Unreviewed => d == Decision::Unreviewed,
+            Filter::Accepted => matches!(d, Decision::Accepted | Decision::Edited),
+            Filter::Rejected => d == Decision::Rejected,
+        }
+    }
+}
+
+pub enum Popup {
+    Commit { message: String },
+    Quit { remaining: usize },
+}
+
+#[derive(Clone, Copy, Debug, PartialEq, Eq)]
+pub enum Action {
+    None,
+    Quit,
+    Commit,
+}
+
+pub struct App {
+    pub changes: Vec,
+    pub selected: usize,
+    pub filter: Filter,
+    pub show_raw: bool,
+    pub scroll: usize,
+    pub popup: Option,
+    pub message: Option,
+    pub workspace: Option,
+    pub dry_run: bool,
+    pub input_path: String,
+}
+
+impl App {
+    pub fn new(changes: Vec, cli: Cli) -> App {
+        App {
+            changes,
+            selected: 0,
+            filter: Filter::All,
+            show_raw: false,
+            scroll: 0,
+            popup: None,
+            message: None,
+            workspace: cli.workspace,
+            dry_run: cli.dry_run,
+            input_path: cli.input.display().to_string(),
+        }
+    }
+
+    pub fn filtered(&self) -> Vec {
+        self.changes
+            .iter()
+            .enumerate()
+            .filter(|(_, c)| self.filter.matches(c.decision))
+            .map(|(i, _)| i)
+            .collect()
+    }
+
+    pub fn current(&self) -> Option<&Change> {
+        self.filtered()
+            .get(self.selected)
+            .map(|&i| &self.changes[i])
+    }
+
+    pub fn current_mut(&mut self) -> Option<&mut Change> {
+        let idx = self.filtered().get(self.selected).copied();
+        idx.and_then(|i| self.changes.get_mut(i))
+    }
+
+    pub fn handle_key(&mut self, code: KeyCode) -> Action {
+        if self.popup.is_some() {
+            return self.handle_popup_key(code);
+        }
+        match code {
+            KeyCode::Char('q') | KeyCode::Esc => {
+                let remaining = self
+                    .changes
+                    .iter()
+                    .filter(|c| c.decision == Decision::Unreviewed)
+                    .count();
+                if remaining > 0 {
+                    self.popup = Some(Popup::Quit { remaining });
+                    Action::None
+                } else {
+                    Action::Quit
+                }
+            }
+            KeyCode::Down | KeyCode::Char('j') => self.move_sel(1),
+            KeyCode::Up | KeyCode::Char('k') => self.move_sel(-1),
+            KeyCode::Home | KeyCode::Char('g') => {
+                self.selected = 0;
+                Action::None
+            }
+            KeyCode::End | KeyCode::Char('G') => {
+                self.selected = self.filtered().len().saturating_sub(1);
+                Action::None
+            }
+            KeyCode::Char('a') => {
+                self.set_decision(Decision::Accepted);
+                Action::None
+            }
+            KeyCode::Char('r') => {
+                self.set_decision(Decision::Rejected);
+                Action::None
+            }
+            KeyCode::Char('u') => {
+                self.set_decision(Decision::Unreviewed);
+                Action::None
+            }
+            KeyCode::Char('e') => {
+                self.edit_current();
+                Action::None
+            }
+            KeyCode::Char('n') => {
+                self.next_unreviewed();
+                Action::None
+            }
+            KeyCode::Char('f') => {
+                self.cycle_filter();
+                Action::None
+            }
+            KeyCode::Char('t') => {
+                self.show_raw = !self.show_raw;
+                self.scroll = 0;
+                Action::None
+            }
+            KeyCode::Char('c') => {
+                self.open_commit();
+                Action::None
+            }
+            KeyCode::PageDown | KeyCode::Char(']') => {
+                self.scroll = self.scroll.saturating_add(8);
+                Action::None
+            }
+            KeyCode::PageUp | KeyCode::Char('[') => {
+                self.scroll = self.scroll.saturating_sub(8);
+                Action::None
+            }
+            KeyCode::Char('0') => {
+                self.scroll = 0;
+                Action::None
+            }
+            _ => Action::None,
+        }
+    }
+
+    fn handle_popup_key(&mut self, code: KeyCode) -> Action {
+        match code {
+            KeyCode::Char('y') => match self.popup.take() {
+                Some(Popup::Commit { .. }) => Action::Commit,
+                Some(Popup::Quit { .. }) => Action::Quit,
+                None => Action::None,
+            },
+            KeyCode::Char('n') | KeyCode::Esc | KeyCode::Char('q') => {
+                self.popup = None;
+                Action::None
+            }
+            _ => Action::None,
+        }
+    }
+
+    fn move_sel(&mut self, delta: isize) -> Action {
+        let n = self.filtered().len();
+        if n == 0 {
+            return Action::None;
+        }
+        self.selected = ((self.selected as isize + delta).clamp(0, n as isize - 1)) as usize;
+        Action::None
+    }
+
+    fn set_decision(&mut self, d: Decision) {
+        if let Some(c) = self.current_mut() {
+            if d == Decision::Unreviewed {
+                c.edited_text = None;
+            }
+            c.decision = d;
+            self.scroll = 0;
+            self.clamp_selection();
+        }
+    }
+
+    fn clamp_selection(&mut self) {
+        let n = self.filtered().len();
+        if n == 0 {
+            self.selected = 0;
+        } else {
+            self.selected = self.selected.min(n - 1);
+        }
+    }
+
+    fn next_unreviewed(&mut self) {
+        let idxs = self.filtered();
+        if idxs.is_empty() {
+            return;
+        }
+        let start = self.selected + 1;
+        for off in 0..idxs.len() {
+            let pos = (start + off) % idxs.len();
+            if self.changes[idxs[pos]].decision == Decision::Unreviewed {
+                self.selected = pos;
+                self.scroll = 0;
+                return;
+            }
+        }
+        self.message = Some("all changes reviewed".into());
+    }
+
+    fn cycle_filter(&mut self) {
+        self.filter = match self.filter {
+            Filter::All => Filter::Unreviewed,
+            Filter::Unreviewed => Filter::Accepted,
+            Filter::Accepted => Filter::Rejected,
+            Filter::Rejected => Filter::All,
+        };
+        self.clamp_selection();
+        self.scroll = 0;
+    }
+
+    fn edit_current(&mut self) {
+        let Some(c) = self.current() else {
+            return;
+        };
+        let content = match &c.payload {
+            Payload::Replace { new_raw, .. } => {
+                c.edited_text.clone().unwrap_or_else(|| new_raw.clone())
+            }
+            Payload::Hunks { hunks, .. } => hunks
+                .iter()
+                .flat_map(|h| h.post_image())
+                .collect::>()
+                .join("\n"),
+        };
+        let safe_id = c.id.replace(|ch: char| !ch.is_ascii_alphanumeric(), "_");
+        let temp = std::env::temp_dir().join(format!("hitl_edit_{safe_id}.txt"));
+        if std::fs::write(&temp, &content).is_err() {
+            self.message = Some("cannot write temp file for edit".into());
+            return;
+        }
+        match crate::tui::launch_editor(&temp) {
+            Ok(Some(status)) if status.success() => {
+                let edited = match std::fs::read_to_string(&temp) {
+                    Ok(t) => t,
+                    Err(_) => {
+                        self.message = Some("cannot read edited file".into());
+                        return;
+                    }
+                };
+                if edited != content {
+                    let idx = self.filtered().get(self.selected).copied();
+                    if let Some(i) = idx {
+                        match &mut self.changes[i].payload {
+                            Payload::Replace { .. } => {
+                                self.changes[i].edited_text = Some(edited);
+                                self.changes[i].decision = Decision::Edited;
+                            }
+                            Payload::Hunks { hunks, .. } => {
+                                let old: Vec =
+                                    hunks.iter().flat_map(|h| h.pre_image()).collect();
+                                let new: Vec =
+                                    edited.lines().map(|l| l.to_string()).collect();
+                                let h = crate::diffengine::rebuild_hunk(
+                                    &old,
+                                    &new,
+                                    hunks.first().map(|h| h.old_pos0).unwrap_or(0),
+                                );
+                                *hunks = vec![h];
+                                self.changes[i].decision = Decision::Edited;
+                            }
+                        }
+                        self.message = Some("change edited".into());
+                    }
+                } else {
+                    self.message = Some("no changes made in editor".into());
+                }
+            }
+            Ok(_) => {
+                self.message = Some("editor exited abnormally; change kept as-is".into());
+            }
+            Err(e) => {
+                self.message = Some(format!("editor failed: {e}"));
+            }
+        }
+        let _ = std::fs::remove_file(&temp);
+    }
+
+    fn open_commit(&mut self) {
+        let accepted = self
+            .changes
+            .iter()
+            .filter(|c| c.decision.is_applied())
+            .count();
+        if accepted == 0 {
+            self.message = Some("no accepted changes to commit".into());
+            return;
+        }
+        if self.workspace.is_none() {
+            self.message = Some("no --workspace: review-only mode, cannot commit".into());
+            return;
+        }
+        let mut files: Vec = self
+            .changes
+            .iter()
+            .filter(|c| c.decision.is_applied())
+            .map(|c| c.payload.path().to_string())
+            .collect();
+        files.sort();
+        files.dedup();
+        let edited = self
+            .changes
+            .iter()
+            .filter(|c| c.decision == Decision::Edited)
+            .count();
+        let rejected = self
+            .changes
+            .iter()
+            .filter(|c| c.decision == Decision::Rejected)
+            .count();
+        let message = actions::build_message(accepted, edited, rejected, &files);
+        self.popup = Some(Popup::Commit { message });
+    }
+
+    pub fn do_commit(&mut self) -> Result<(), String> {
+        let ws = self.workspace.clone().ok_or("no workspace given")?;
+        let outcome = actions::apply_changes(&self.changes, &ws, self.dry_run)?;
+        if !outcome.failed.is_empty() {
+            return Err(format!(
+                "failed to apply {} change(s): {}",
+                outcome.failed.len(),
+                outcome.failed.join("; ")
+            ));
+        }
+        let accepted = self
+            .changes
+            .iter()
+            .filter(|c| c.decision.is_applied())
+            .count();
+        let edited = self
+            .changes
+            .iter()
+            .filter(|c| c.decision == Decision::Edited)
+            .count();
+        let rejected = self
+            .changes
+            .iter()
+            .filter(|c| c.decision == Decision::Rejected)
+            .count();
+        let msg = actions::build_message(accepted, edited, rejected, &outcome.applied);
+        let res = actions::commit_batch(&ws, &outcome.applied, &msg, self.dry_run)?;
+        self.message = match res.hash {
+            Some(h) => Some(format!(
+                "committed {h} ({} file(s), {} change(s))",
+                outcome.applied.len(),
+                accepted + edited
+            )),
+            None => Some("nothing to commit (dry-run)".into()),
+        };
+        Ok(())
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+    use crate::load;
+
+    fn app_with(changes: Vec) -> App {
+        App {
+            changes,
+            selected: 0,
+            filter: Filter::All,
+            show_raw: false,
+            scroll: 0,
+            popup: None,
+            message: None,
+            workspace: None,
+            dry_run: false,
+            input_path: "test".into(),
+        }
+    }
+
+    fn sample_changes() -> Vec {
+        let text = r#"[
+            {"change_id":"c1","document_id":"a.txt","old_text":"x","new_text":"y"},
+            {"change_id":"c2","document_id":"b.txt","old_text":"x","new_text":"y"},
+            {"change_id":"c3","document_id":"c.txt","old_text":"x","new_text":"y"}
+        ]"#;
+        load::load_json_batch_for_test(text)
+    }
+
+    #[test]
+    fn accept_reject_edit_keys() {
+        let mut app = app_with(sample_changes());
+        assert_eq!(app.handle_key(KeyCode::Char('a')), Action::None);
+        assert_eq!(app.changes[0].decision, Decision::Accepted);
+        app.handle_key(KeyCode::Char('j'));
+        app.handle_key(KeyCode::Char('r'));
+        assert_eq!(app.changes[1].decision, Decision::Rejected);
+        app.handle_key(KeyCode::Char('u'));
+        assert_eq!(app.changes[1].decision, Decision::Unreviewed);
+    }
+
+    #[test]
+    fn filter_shrinks_list_and_selection_clamps() {
+        let mut app = app_with(sample_changes());
+        app.handle_key(KeyCode::Char('a'));
+        app.handle_key(KeyCode::Char('f'));
+        assert_eq!(app.filter, Filter::Unreviewed);
+        assert_eq!(app.filtered().len(), 2);
+        app.handle_key(KeyCode::Char('a'));
+        assert_eq!(app.filtered().len(), 1);
+        app.handle_key(KeyCode::Char('a'));
+        assert_eq!(app.filtered().len(), 0);
+        assert_eq!(app.selected, 0);
+    }
+
+    #[test]
+    fn quit_pops_up_when_unreviewed_remain() {
+        let mut app = app_with(sample_changes());
+        assert_eq!(app.handle_key(KeyCode::Char('q')), Action::None);
+        assert!(matches!(app.popup, Some(Popup::Quit { .. })));
+        assert_eq!(app.handle_key(KeyCode::Char('y')), Action::Quit);
+    }
+
+    #[test]
+    fn commit_prompt_requires_workspace() {
+        let mut app = app_with(sample_changes());
+        app.handle_key(KeyCode::Char('a'));
+        app.handle_key(KeyCode::Char('c'));
+        assert!(app.message.unwrap().contains("review-only"));
+    }
+}
diff --git a/extensions/Nojhi3/hitl-review-tui/src/tui/mod.rs b/extensions/Nojhi3/hitl-review-tui/src/tui/mod.rs
new file mode 100644
index 00000000..0f6cc778
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/src/tui/mod.rs
@@ -0,0 +1,87 @@
+pub mod app;
+pub mod ui;
+
+use std::path::Path;
+use std::time::Duration;
+
+use crossterm::event::{Event, KeyEventKind};
+
+use app::{Action, App};
+
+pub fn run(app: App) -> Result<(), String> {
+    let mut terminal = ratatui::init();
+    let mut app = app;
+    let result = app_loop(&mut terminal, &mut app);
+    ratatui::restore();
+    result
+}
+
+fn app_loop(terminal: &mut ratatui::DefaultTerminal, app: &mut App) -> Result<(), String> {
+    loop {
+        terminal
+            .draw(|f| ui::render(f, app))
+            .map_err(|e| e.to_string())?;
+        if crossterm::event::poll(Duration::from_millis(150)).map_err(|e| e.to_string())?
+            && let Event::Key(key) = crossterm::event::read().map_err(|e| e.to_string())?
+        {
+            if key.kind != KeyEventKind::Press {
+                continue;
+            }
+            match app.handle_key(key.code) {
+                Action::Quit => break,
+                Action::Commit => {
+                    if let Err(e) = app.do_commit() {
+                        app.message = Some(e);
+                    }
+                }
+                Action::None => {}
+            }
+        }
+    }
+    Ok(())
+}
+
+pub fn launch_editor(file: &Path) -> Result, String> {
+    let mut cmd: Vec = Vec::new();
+    for var in ["EDITOR", "VISUAL"] {
+        if cmd.is_empty()
+            && let Ok(v) = std::env::var(var)
+            && !v.is_empty()
+        {
+            cmd = v.split_whitespace().map(String::from).collect();
+        }
+    }
+    if cmd.is_empty() {
+        if cfg!(windows) {
+            cmd = vec![
+                "cmd".into(),
+                "/C".into(),
+                "start".into(),
+                "/wait".into(),
+                "notepad".into(),
+            ];
+        } else {
+            cmd = vec!["vi".into()];
+        }
+    }
+    let mut c = std::process::Command::new(&cmd[0]);
+    for a in cmd.iter().skip(1) {
+        c.arg(a);
+    }
+    c.arg(file);
+    match c.status() {
+        Ok(s) => Ok(Some(s)),
+        Err(first) => {
+            if cfg!(windows) {
+                match std::process::Command::new("notepad").arg(file).status() {
+                    Ok(s) => Ok(Some(s)),
+                    Err(second) => Err(format!(
+                        "editor failed ({first}); notepad fallback failed: {second}"
+                    )),
+                }
+            } else {
+                Err(format!("editor failed: {first}"))
+            }
+        }
+    }
+}
diff --git a/extensions/Nojhi3/hitl-review-tui/src/tui/ui.rs b/extensions/Nojhi3/hitl-review-tui/src/tui/ui.rs
new file mode 100644
index 00000000..895f4910
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/src/tui/ui.rs
@@ -0,0 +1,238 @@
+use ratatui::Frame;
+use ratatui::layout::{Constraint, Direction, Layout, Margin, Rect};
+use ratatui::style::{Color, Modifier, Style};
+use ratatui::text::{Line, Span};
+use ratatui::widgets::{
+    Block, Clear, List, ListItem, Paragraph, Scrollbar, ScrollbarOrientation, ScrollbarState, Wrap,
+};
+
+use crate::diffengine::{ViewKind, render_change};
+use crate::model::Decision;
+
+use super::app::{App, Popup};
+
+pub fn render(frame: &mut Frame, app: &App) {
+    let area = frame.area();
+    let chunks = Layout::default()
+        .direction(Direction::Vertical)
+        .constraints([
+            Constraint::Length(3),
+            Constraint::Min(1),
+            Constraint::Length(4),
+        ])
+        .split(area);
+    render_header(frame, chunks[0], app);
+    let main = Layout::default()
+        .direction(Direction::Horizontal)
+        .constraints([Constraint::Percentage(38), Constraint::Percentage(62)])
+        .split(chunks[1]);
+    render_list(frame, main[0], app);
+    render_diff(frame, main[1], app);
+    render_footer(frame, chunks[2], app);
+    if let Some(p) = &app.popup {
+        render_popup(frame, p);
+    }
+}
+
+fn render_header(frame: &mut Frame, area: Rect, app: &App) {
+    let reviewed = app
+        .changes
+        .iter()
+        .filter(|c| c.decision != Decision::Unreviewed)
+        .count();
+    let accepted = app
+        .changes
+        .iter()
+        .filter(|c| c.decision.is_applied())
+        .count();
+    let rejected = app
+        .changes
+        .iter()
+        .filter(|c| c.decision == Decision::Rejected)
+        .count();
+    let title = format!(" HITL REVIEW  {} ", app.input_path);
+    let counts = format!(
+        "reviewed {reviewed}/{}   accepted {accepted}   rejected {rejected}   unreviewed {}   filter: {}   raw: {}",
+        app.changes.len(),
+        app.changes.len() - reviewed,
+        app.filter.label(),
+        if app.show_raw { "on" } else { "off" }
+    );
+    let block = Block::bordered().title(title);
+    frame.render_widget(
+        Paragraph::new(Line::from(vec![Span::styled(
+            counts,
+            Style::default().fg(Color::Cyan),
+        )]))
+        .block(block),
+        area,
+    );
+}
+
+fn render_list(frame: &mut Frame, area: Rect, app: &App) {
+    let indices = app.filtered();
+    let items: Vec = indices
+        .iter()
+        .enumerate()
+        .map(|(pos, &idx)| {
+            let c = &app.changes[idx];
+            let (fg, mods) = match c.decision {
+                Decision::Accepted => (Color::Green, Modifier::empty()),
+                Decision::Rejected => (Color::Red, Modifier::empty()),
+                Decision::Edited => (Color::Yellow, Modifier::BOLD),
+                Decision::Unreviewed => (Color::Gray, Modifier::empty()),
+            };
+            let marker = if pos == app.selected { ">" } else { " " };
+            let name = format!(
+                "{marker} {} {:3} {}",
+                c.decision.mark(),
+                pos + 1,
+                c.payload.path()
+            );
+            let mut spans = vec![Span::styled(
+                name,
+                Style::default().fg(fg).add_modifier(mods),
+            )];
+            if !c.explanation.is_empty() {
+                let ex: String = c.explanation.chars().take(44).collect();
+                spans.push(Span::styled(
+                    format!("  {ex}"),
+                    Style::default().fg(Color::DarkGray),
+                ));
+            }
+            ListItem::new(Line::from(spans))
+        })
+        .collect();
+    let mut state = ratatui::widgets::ListState::default();
+    state.select(Some(app.selected.min(indices.len().saturating_sub(1))));
+    let block = Block::bordered().title(format!(" changes ({}) ", indices.len()));
+    frame.render_stateful_widget(
+        List::new(items).block(block).highlight_style(
+            Style::default()
+                .bg(Color::Indexed(236))
+                .add_modifier(Modifier::BOLD),
+        ),
+        area,
+        &mut state,
+    );
+}
+
+fn render_diff(frame: &mut Frame, area: Rect, app: &App) {
+    let Some(c) = app.current() else {
+        frame.render_widget(
+            Paragraph::new("no change selected").block(Block::bordered().title(" diff ")),
+            area,
+        );
+        return;
+    };
+    let lines = render_change(c, app.show_raw);
+    let mut text_lines: Vec = Vec::new();
+    if !c.explanation.is_empty() {
+        text_lines.push(Line::from(vec![Span::styled(
+            format!("note: {}", c.explanation),
+            Style::default()
+                .fg(Color::Cyan)
+                .add_modifier(Modifier::ITALIC),
+        )]));
+    }
+    for v in &lines {
+        let style = match v.kind {
+            ViewKind::Context => Style::default().fg(Color::Gray),
+            ViewKind::Removed => Style::default().fg(Color::Red),
+            ViewKind::Added => Style::default().fg(Color::Green),
+            ViewKind::Header => Style::default()
+                .fg(Color::DarkGray)
+                .add_modifier(Modifier::ITALIC),
+        };
+        let prefix = match v.kind {
+            ViewKind::Removed => "- ",
+            ViewKind::Added => "+ ",
+            ViewKind::Context => "  ",
+            ViewKind::Header => "",
+        };
+        let line = match &v.segments {
+            Some(segs) => {
+                let mut spans = vec![Span::styled(prefix, style)];
+                for (seg, changed) in segs {
+                    let mut s = style;
+                    if *changed {
+                        s = match v.kind {
+                            ViewKind::Removed => {
+                                s.fg(Color::LightRed).add_modifier(Modifier::CROSSED_OUT)
+                            }
+                            _ => s.fg(Color::LightGreen).add_modifier(Modifier::UNDERLINED),
+                        };
+                    }
+                    spans.push(Span::styled(seg.clone(), s));
+                }
+                Line::from(spans)
+            }
+            None => Line::from(vec![Span::styled(format!("{prefix}{}", v.text), style)]),
+        };
+        text_lines.push(line);
+    }
+    let max_scroll = text_lines
+        .len()
+        .saturating_sub(area.height as usize)
+        .saturating_sub(2);
+    let scroll = app.scroll.min(max_scroll);
+    let block = Block::bordered().title(format!(" diff  {}  (t = raw toggle) ", c.payload.path()));
+    let para = Paragraph::new(text_lines.clone())
+        .block(block)
+        .wrap(Wrap { trim: false })
+        .scroll((scroll as u16, 0));
+    frame.render_widget(para, area);
+    let scrollbar = Scrollbar::new(ScrollbarOrientation::VerticalRight);
+    let mut scrollbar_state = ScrollbarState::new(text_lines.len()).position(scroll);
+    frame.render_stateful_widget(
+        scrollbar,
+        area.inner(Margin {
+            vertical: 1,
+            horizontal: 1,
+        }),
+        &mut scrollbar_state,
+    );
+}
+
+fn render_footer(frame: &mut Frame, area: Rect, app: &App) {
+    let keys = " j/k move  g/G first/last  a accept  r reject  u undo  e edit($EDITOR)  n next unreviewed  f filter  t raw  [ ] scroll  c commit  q quit ";
+    let mut spans = vec![Span::styled(keys, Style::default().fg(Color::White))];
+    if let Some(m) = &app.message {
+        spans.push(Span::styled(
+            format!("  ! {m}"),
+            Style::default().fg(Color::Yellow),
+        ));
+    }
+    frame.render_widget(
+        Paragraph::new(Line::from(spans)).block(Block::bordered()),
+        area,
+    );
+}
+
+fn render_popup(frame: &mut Frame, popup: &Popup) {
+    let area = frame.area();
+    let (title, body) = match popup {
+        Popup::Commit { message } => (
+            " commit ",
+            format!("{message}\n\n  y = confirm    n/esc = cancel"),
+        ),
+        Popup::Quit { remaining } => (
+            " quit ",
+            format!(
+                "{remaining} change(s) not reviewed yet.\n\n  y = quit anyway    n/esc = cancel"
+            ),
+        ),
+    };
+    let pop = centered_rect(72, 16, area);
+    frame.render_widget(Clear, pop);
+    frame.render_widget(
+        Paragraph::new(body).block(Block::bordered().title(title)),
+        pop,
+    );
+}
+
+fn centered_rect(w: u16, h: u16, area: Rect) -> Rect {
+    let x = area.x + area.width.saturating_sub(w) / 2;
+    let y = area.y + area.height.saturating_sub(h) / 2;
+    Rect::new(x, y, w.min(area.width), h.min(area.height))
+}
diff --git a/extensions/Nojhi3/hitl-review-tui/tests/integration.rs b/extensions/Nojhi3/hitl-review-tui/tests/integration.rs
new file mode 100644
index 00000000..eec15541
--- /dev/null
+++ b/extensions/Nojhi3/hitl-review-tui/tests/integration.rs
@@ -0,0 +1,318 @@
+use std::path::{Path, PathBuf};
+use std::process::Command;
+
+use hitl_review_tui::cli::{Cli, DecideMode};
+use hitl_review_tui::model::Decision;
+use hitl_review_tui::{actions, headless, load, tui};
+
+fn tmpdir(name: &str) -> PathBuf {
+    let d = std::env::temp_dir().join(format!("hitl_it_{name}_{}", std::process::id()));
+    let _ = std::fs::remove_dir_all(&d);
+    std::fs::create_dir_all(&d).unwrap();
+    d
+}
+
+fn write_text(dir: &Path, name: &str, text: &str) -> PathBuf {
+    let p = dir.join(name);
+    std::fs::write(&p, text).unwrap();
+    p
+}
+
+fn git_init(dir: &PathBuf) {
+    for args in [
+        vec!["init", "-q", "-b", "main"],
+        vec!["config", "user.email", "review@test"],
+        vec!["config", "user.name", "reviewer"],
+    ] {
+        assert!(
+            Command::new("git")
+                .args(&args)
+                .current_dir(dir)
+                .status()
+                .unwrap()
+                .success(),
+            "git {args:?} failed"
+        );
+    }
+    Command::new("git")
+        .args(["add", "-A"])
+        .current_dir(dir)
+        .status()
+        .unwrap();
+    Command::new("git")
+        .args(["commit", "-q", "-m", "base"])
+        .current_dir(dir)
+        .status()
+        .unwrap();
+}
+
+fn git(args: &[&str], dir: &PathBuf) -> String {
+    let out = Command::new("git")
+        .args(args)
+        .current_dir(dir)
+        .output()
+        .unwrap();
+    assert!(
+        out.status.success(),
+        "git {args:?}: {}",
+        String::from_utf8_lossy(&out.stderr)
+    );
+    String::from_utf8_lossy(&out.stdout).to_string()
+}
+
+#[test]
+fn headless_partial_approval_commits_only_accepted_files() {
+    let dir = tmpdir("partial");
+    git_init(&dir);
+    std::fs::write(dir.join("a.txt"), "keep-a\n").unwrap();
+    std::fs::write(dir.join("b.txt"), "keep-b\n").unwrap();
+    git(&["add", "-A"], &dir);
+    git(&["commit", "-q", "-m", "seed"], &dir);
+
+    let batch = write_text(
+        &dir,
+        "batch.json",
+        r#"[
+            {"change_id":"c1","document_id":"a.txt","old_text":"keep-a","new_text":"ACCEPTED-a","path":"a.txt"},
+            {"change_id":"c2","document_id":"b.txt","old_text":"keep-b","new_text":"REJECTED-b","path":"b.txt"}
+        ]"#,
+    );
+    let decisions = write_text(&dir, "decisions.json", r#"{"c1":"accept","c2":"reject"}"#);
+    let cli = Cli {
+        input: batch,
+        workspace: Some(dir.clone()),
+        maps: vec![],
+        decide: None,
+        decisions: Some(decisions),
+        dry_run: false,
+        help: false,
+    };
+    let mut changes = load::load(&cli.input, Some(&dir), &[]).unwrap();
+    headless::run(&cli, &mut changes).unwrap();
+
+    assert_eq!(
+        std::fs::read_to_string(dir.join("a.txt")).unwrap(),
+        "ACCEPTED-a\n"
+    );
+    assert_eq!(
+        std::fs::read_to_string(dir.join("b.txt")).unwrap(),
+        "keep-b\n"
+    );
+    let stat = git(&["show", "--stat", "--oneline", "HEAD"], &dir);
+    assert!(stat.contains("a.txt"), "commit should touch a.txt:\n{stat}");
+    assert!(
+        !stat.contains("b.txt"),
+        "commit must not touch b.txt:\n{stat}"
+    );
+}
+
+#[test]
+fn headless_reject_all_leaves_repo_untouched() {
+    let dir = tmpdir("reject_all");
+    git_init(&dir);
+    std::fs::write(dir.join("a.txt"), "original\n").unwrap();
+    git(&["add", "-A"], &dir);
+    git(&["commit", "-q", "-m", "seed"], &dir);
+
+    let batch = write_text(
+        &dir,
+        "batch.json",
+        r#"[{"change_id":"c1","document_id":"a.txt","old_text":"original","new_text":"changed","path":"a.txt"}]"#,
+    );
+    let cli = Cli {
+        input: batch,
+        workspace: Some(dir.clone()),
+        maps: vec![],
+        decide: Some(DecideMode::RejectAll),
+        decisions: None,
+        dry_run: false,
+        help: false,
+    };
+    let mut changes = load::load(&cli.input, Some(&dir), &[]).unwrap();
+    headless::run(&cli, &mut changes).unwrap();
+    assert_eq!(
+        std::fs::read_to_string(dir.join("a.txt")).unwrap(),
+        "original\n"
+    );
+    let log = git(&["log", "--oneline"], &dir);
+    assert_eq!(log.lines().count(), 1, "no new commit expected:\n{log}");
+}
+
+#[test]
+fn headless_unreviewed_is_an_error() {
+    let dir = tmpdir("unreviewed");
+    git_init(&dir);
+    std::fs::write(dir.join("a.txt"), "original\n").unwrap();
+    let batch = write_text(
+        &dir,
+        "batch.json",
+        r#"[{"change_id":"c1","document_id":"a.txt","old_text":"original","new_text":"changed","path":"a.txt"}]"#,
+    );
+    let cli = Cli {
+        input: batch,
+        workspace: Some(dir.clone()),
+        maps: vec![],
+        decide: None,
+        decisions: None,
+        dry_run: false,
+        help: false,
+    };
+    let mut changes = load::load(&cli.input, Some(&dir), &[]).unwrap();
+    assert!(headless::run(&cli, &mut changes).is_err());
+}
+
+#[test]
+fn tui_keys_then_commit_in_git_repo() {
+    let dir = tmpdir("tui_commit");
+    git_init(&dir);
+    std::fs::write(dir.join("a.txt"), "old a\n").unwrap();
+    std::fs::write(dir.join("b.txt"), "old b\n").unwrap();
+    git(&["add", "-A"], &dir);
+    git(&["commit", "-q", "-m", "seed"], &dir);
+
+    let batch = write_text(
+        &dir,
+        "batch.json",
+        r#"[
+            {"change_id":"c1","document_id":"a.txt","old_text":"old a","new_text":"new a","path":"a.txt"},
+            {"change_id":"c2","document_id":"b.txt","old_text":"old b","new_text":"new b","path":"b.txt"}
+        ]"#,
+    );
+    let changes = load::load(&batch, Some(&dir), &[]).unwrap();
+    let cli = Cli {
+        input: batch,
+        workspace: Some(dir.clone()),
+        maps: vec![],
+        decide: None,
+        decisions: None,
+        dry_run: false,
+        help: false,
+    };
+    let mut app = tui::app::App::new(changes, cli);
+    use crossterm::event::KeyCode;
+    use tui::app::Action;
+    assert_eq!(app.handle_key(KeyCode::Char('a')), Action::None);
+    assert_eq!(app.handle_key(KeyCode::Char('j')), Action::None);
+    assert_eq!(app.handle_key(KeyCode::Char('r')), Action::None);
+    assert_eq!(app.handle_key(KeyCode::Char('c')), Action::None);
+    assert_eq!(app.handle_key(KeyCode::Char('y')), Action::Commit);
+    app.do_commit().unwrap();
+
+    assert_eq!(
+        std::fs::read_to_string(dir.join("a.txt")).unwrap(),
+        "new a\n"
+    );
+    assert_eq!(
+        std::fs::read_to_string(dir.join("b.txt")).unwrap(),
+        "old b\n"
+    );
+    let stat = git(&["show", "--stat", "--oneline", "HEAD"], &dir);
+    assert!(stat.contains("a.txt"));
+    assert!(!stat.contains("b.txt"));
+    assert!(stat.contains("Apply 1 approved change(s)"), "{stat}");
+}
+
+#[test]
+fn two_hundred_changes_stay_usable() {
+    let dir = tmpdir("scale200");
+    git_init(&dir);
+    let mut batch = String::from("[");
+    for f in 0..20 {
+        let base = format!("file_{f:03}.txt");
+        let mut content = String::new();
+        for k in 0..10 {
+            content.push_str(&format!("line {f}_{k}\n"));
+        }
+        std::fs::write(dir.join(&base), content).unwrap();
+        for k in 0..10 {
+            let i = f * 10 + k;
+            if i > 0 {
+                batch.push(',');
+            }
+            batch.push_str(&format!(
+                r#"{{"change_id":"c{i}","document_id":"{base}","old_text":"line {f}_{k}","new_text":"line {f}_{k} EDITED","path":"{base}"}}"#
+            ));
+        }
+    }
+    batch.push(']');
+    let batch_path = write_text(&dir, "batch.json", &batch);
+    git(&["add", "-A"], &dir);
+    git(&["commit", "-q", "-m", "seed"], &dir);
+
+    let (mut changes, _) = {
+        let loaded = load::load(&batch_path, Some(&dir), &[]).unwrap();
+        (loaded, ())
+    };
+    assert_eq!(changes.len(), 200);
+    for c in changes.iter_mut() {
+        c.decision = Decision::Accepted;
+    }
+    let t0 = std::time::Instant::now();
+    let out = actions::apply_changes(&changes, &dir, false).unwrap();
+    let elapsed = t0.elapsed();
+    assert_eq!(out.applied.len(), 20);
+    assert_eq!(out.failed.len(), 0);
+    assert!(elapsed.as_secs() < 10, "200-change apply took {elapsed:?}");
+    let content = std::fs::read_to_string(dir.join("file_003.txt")).unwrap();
+    assert!(content.contains("line 3_5 EDITED"));
+}
+
+#[test]
+fn unified_diff_flow_through_git() {
+    let dir = tmpdir("diff_flow");
+    git_init(&dir);
+    std::fs::write(dir.join("x.txt"), "a\nb\nc\n").unwrap();
+    git(&["add", "-A"], &dir);
+    git(&["commit", "-q", "-m", "seed"], &dir);
+
+    let diff = write_text(
+        &dir,
+        "change.diff",
+        "diff --git a/x.txt b/x.txt\nindex 111..222 100644\n--- a/x.txt\n+++ b/x.txt\n@@ -1,3 +1,3 @@\n a\n-b\n+B!\n c\n",
+    );
+    let cli = Cli {
+        input: diff,
+        workspace: Some(dir.clone()),
+        maps: vec![],
+        decide: Some(DecideMode::AcceptAll),
+        decisions: None,
+        dry_run: false,
+        help: false,
+    };
+    let mut changes = load::load(&cli.input, Some(&dir), &[]).unwrap();
+    headless::run(&cli, &mut changes).unwrap();
+    assert_eq!(
+        std::fs::read_to_string(dir.join("x.txt")).unwrap(),
+        "a\nB!\nc\n"
+    );
+    let stat = git(&["show", "--stat", "--oneline", "HEAD"], &dir);
+    assert!(stat.contains("x.txt"), "{stat}");
+}
+
+#[test]
+fn dry_run_touches_nothing() {
+    let dir = tmpdir("dry_run");
+    git_init(&dir);
+    std::fs::write(dir.join("a.txt"), "old\n").unwrap();
+    git(&["add", "-A"], &dir);
+    git(&["commit", "-q", "-m", "seed"], &dir);
+
+    let batch = write_text(
+        &dir,
+        "batch.json",
+        r#"[{"change_id":"c1","document_id":"a.txt","old_text":"old","new_text":"new","path":"a.txt"}]"#,
+    );
+    let cli = Cli {
+        input: batch,
+        workspace: Some(dir.clone()),
+        maps: vec![],
+        decide: Some(DecideMode::AcceptAll),
+        decisions: None,
+        dry_run: true,
+        help: false,
+    };
+    let mut changes = load::load(&cli.input, Some(&dir), &[]).unwrap();
+    headless::run(&cli, &mut changes).unwrap();
+    assert_eq!(std::fs::read_to_string(dir.join("a.txt")).unwrap(), "old\n");
+    assert_eq!(git(&["log", "--oneline"], &dir).lines().count(), 1);
+}
diff --git a/extensions/Nojhi3/resume-tailor/.env.example b/extensions/Nojhi3/resume-tailor/.env.example
new file mode 100644
index 00000000..6af069cf
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/.env.example
@@ -0,0 +1,2 @@
+GEMINI_API_KEY=AIza...your-key-here
+PORT=3000
\ No newline at end of file
diff --git a/extensions/Nojhi3/resume-tailor/.gitignore b/extensions/Nojhi3/resume-tailor/.gitignore
new file mode 100644
index 00000000..2e8157a9
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/.gitignore
@@ -0,0 +1,3 @@
+node_modules/
+.env
+*.log
diff --git a/extensions/Nojhi3/resume-tailor/HOW_TO_RUN.md b/extensions/Nojhi3/resume-tailor/HOW_TO_RUN.md
new file mode 100644
index 00000000..ea017e5e
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/HOW_TO_RUN.md
@@ -0,0 +1,97 @@
+# How to run — Resume Tailor
+
+Express app that tailors a `.docx` resume to a job description via Gemini,
+applying every change as a **SuperDoc tracked change** so formatting is never
+regenerated and you review a Word redline before accepting.
+
+All commands run from this project root.
+
+## A. Prerequisites
+
+- Node 18+ (verified on Node 24).
+- A Gemini API key (`AIza...` from https://aistudio.google.com/apikey).
+- Internet access (the UI loads the SuperDoc editor from the jsDelivr CDN;
+  the server needs the Gemini API).
+
+```bash
+npm install                          # installs @superdoc-dev/cli + @google/generative-ai
+cp .env.example .env                 # fill in GEMINI_API_KEY (and PORT if 3000 is taken)
+```
+
+> On Windows PowerShell, `npm` resolves to a blocked `npm.ps1` script. Use
+> **`npm.cmd`** instead (`npm.cmd install`, `npm.cmd start`, `npm.cmd test`).
+
+## B. Run the server
+
+```bash
+npm.cmd start                        # or: npm.cmd run dev (auto-restart on change)
+# Resume Tailor running at http://localhost:3000
+```
+
+1. Open http://localhost:3000.
+2. Upload a `.docx` resume, paste the job description.
+3. Click **Tailor resume** — the tailored file opens in the embedded editor as a
+   tracked-changes redline, with each revision listed (location, reason,
+   original → revised). Reject or keep them, then **Download .docx**.
+
+## C. Drive the API directly
+
+```bash
+curl -X POST http://localhost:3000/api/tailor \
+  -F "resume=@path/to/resume.docx;type=application/vnd.openxmlformats-officedocument.wordprocessingml.document" \
+  -F "jobDescription=", "revisions": [...] }`.
+Each revision carries `nodeId`, `original`, `revisedText`, `reason`, `line`,
+`page`, and `lengthFlag` (true when the revision's length changed drastically —
+worth a second look).
+
+Verified live: 9 revisions applied to a real resume; the returned docx contained
+**31 tracked insertions (`w:ins`) and 33 tracked deletions (`w:del`)**, with 322
+run-property nodes intact (formatting preserved).
+
+## D. Smoke tests (offline, no API calls)
+
+```bash
+npm.cmd test                         # node --test → 6 tests
+```
+
+Covers: 400 on missing inputs, the happy path (tracked replace + save + close,
+revision metadata), the session lifecycle, skipping revisions for unknown
+`nodeId`s, and a clean 500 + session close when the LLM throws. Uses fake
+session + fake LLM — no Gemini or SuperDoc calls.
+
+## E. Verify the installed SuperDoc CLI (optional)
+
+The CLI wrapper (`server/lib/superdocCli.js`) runs the locally installed
+`@superdoc-dev/cli` directly (not `npx superdoc`, which resolves the *browser
+editor* package). The flags it uses are verified against the installed version:
+
+```bash
+node node_modules/@superdoc-dev/cli/dist/index.js describe command open
+node node_modules/@superdoc-dev/cli/dist/index.js describe command "blocks list"
+node node_modules/@superdoc-dev/cli/dist/index.js describe command replace
+node node_modules/@superdoc-dev/cli/dist/index.js describe command save
+node node_modules/@superdoc-dev/cli/dist/index.js describe command close
+```
+
+Verified on CLI 0.22.2 (contract 0.1.0): every command accepts `--session`;
+`blocks list` needs `--include-text` for full block text; `replace` takes
+`--target-json` (a block-spanning selection target), `--text` and
+`--change-mode tracked`; `save` takes `--in-place`. If your installed version
+differs, `server/lib/superdocCli.js` is the only file that needs adjusting.
+
+## F. Troubleshooting
+
+- **`npm.ps1` cannot be loaded** — execution policy; use `npm.cmd` (see A).
+- **UI editor missing / blank right panel** — the editor loads from
+  `https://cdn.jsdelivr.net/npm/superdoc/...`; a blocked CDN or offline network
+  breaks it. The API still works fine.
+- **`401`/`403` from Gemini** — the key in `.env` is wrong or expired; replace
+  `GEMINI_API_KEY` with a fresh `AIza...` key.
+- **Tailoring failed (500)** — check the server console for the CLI/Gemini error
+  and confirm the resume is a real `.docx` (not a renamed `.zip` or `.doc`).
+- **Secrets** — `.env` is gitignored; never commit it. `.env.example` must only
+  contain placeholders.
\ No newline at end of file
diff --git a/extensions/Nojhi3/resume-tailor/README.md b/extensions/Nojhi3/resume-tailor/README.md
new file mode 100644
index 00000000..e52de652
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/README.md
@@ -0,0 +1,83 @@
+# Resume Tailor
+
+Tailors a .docx resume to a job description using an LLM, applied through
+SuperDoc as tracked changes — so the model never touches formatting, and you
+review every edit like a normal Word redline before accepting it.
+
+## How it preserves formatting
+
+The model only ever sees and returns plain text per resume block (a bullet,
+a summary line, and so on). The server applies each returned string as a
+tracked-change replacement of that exact block via the SuperDoc CLI. Fonts,
+spacing, tables, and page layout are never regenerated — only the matched
+text run changes, recorded as a suggestion rather than an overwrite.
+
+## Setup
+
+1. `npm.cmd install`
+2. Copy `.env.example` to `.env` and add your `GEMINI_API_KEY`
+   (get one at https://aistudio.google.com/apikey).
+3. `npm.cmd start`
+4. Open http://localhost:3000
+
+(On Windows PowerShell use `npm.cmd` — the `npm` shim resolves to a blocked
+`.ps1` script. Run the smoke tests with `npm.cmd test`.)
+
+## Verified against the installed CLI
+
+Tested live against `@superdoc-dev/cli` 0.22.2 (contract 0.1.0): every
+session-scoped command accepts `--session`; `blocks list` returns only previews
+unless `--include-text` is passed; `replace` accepts a block-spanning selection
+target via `--target-json` with `--change-mode tracked`; `save` takes
+`--in-place`. A live run applied 11 revisions to a real resume and produced a
+docx with 22 tracked insertions (`w:ins`) and 19 tracked deletions (`w:del`)
+with formatting intact.
+
+### Word-level tracked changes
+
+Each revision is split into word-boundary regions (`server/lib/diff.js`,
+longest-common-subsequence over whitespace-delimited tokens) and each region
+is applied as its own tracked `replace`, right to left. Replacing a whole
+block at once makes the runtime diff at the character level, fragmenting one
+revision into un-reviewable mid-word edits ("using" → "us" deleted + "utiliz"
+inserted, or "30" → "robust" paired from unrelated edits); region-level
+replaces keep each redline readable ("Built" → "Architected", "using" →
+"utilizing") while the final assembled text stays exactly the revised text.
+
+`server/lib/superdocCli.js` isolates the CLI contract behind one small wrapper,
+so if a flag name changes in a future release, that's the only file to touch.
+
+## Swapping the LLM
+
+Everything AI-specific lives in `server/lib/llm.js` and `server/lib/prompts.js`.
+`llm.js` uses Gemini's native JSON mode (`responseMimeType: "application/json"`
+plus `responseSchema`), so the API validates the response against the schema
+before it's returned; swap the client and keep the same
+`getResumeRevisions(jdText, blocks) -> revisions[]` shape to use a different
+provider.
+
+## License note
+
+SuperDoc is AGPLv3, with a commercial license available for proprietary
+deployments. Fine for personal use as-is — if you ship this to other
+people, check which license you need at superdoc.dev.
+
+## Project structure
+
+```
+resume-tailor/
+├── server/
+│   ├── index.js           — Express bootstrap (createApp().listen)
+│   ├── app.js             — createApp({ sessionFactory, llm }) factory (test seam)
+│   ├── routes/tailor.js   — POST /api/tailor (upload → blocks → LLM → tracked replace)
+│   └── lib/
+│       ├── superdocCli.js — SuperDoc CLI session wrapper
+│       ├── llm.js         — Gemini call, JSON mode for structured output
+│       └── prompts.js     — system/user prompt + response schema
+├── public/                — upload UI + embedded SuperDoc editor
+└── tests/                 — node:test smoke tests (fake session + fake LLM)
+```
+
+Full run instructions, API examples and troubleshooting: **[HOW_TO_RUN.md](HOW_TO_RUN.md)**.
+
+Built for the SuperDocs engineering task (round 2) by Akshat Rai.
diff --git a/extensions/Nojhi3/resume-tailor/package-lock.json b/extensions/Nojhi3/resume-tailor/package-lock.json
new file mode 100644
index 00000000..d03f1a74
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/package-lock.json
@@ -0,0 +1,1650 @@
+{
+  "name": "resume-tailor",
+  "version": "0.1.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "resume-tailor",
+      "version": "0.1.0",
+      "dependencies": {
+        "@google/generative-ai": "latest",
+        "@superdoc-dev/cli": "latest",
+        "dotenv": "^16.4.5",
+        "express": "^4.19.2",
+        "multer": "^1.4.5-lts.1"
+      }
+    },
+    "node_modules/@google/generative-ai": {
+      "version": "0.24.1",
+      "resolved": "https://registry.npmjs.org/@google/generative-ai/-/generative-ai-0.24.1.tgz",
+      "integrity": "sha512-MqO+MLfM6kjxcKoy0p1wRzG3b4ZZXtPI+z2IE26UogS2Cm/XHO+7gGRBh6gcJsOiIVoH93UwKvW4HdgiOZCy9Q==",
+      "license": "Apache-2.0",
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@hocuspocus/common": {
+      "version": "2.15.3",
+      "resolved": "https://registry.npmjs.org/@hocuspocus/common/-/common-2.15.3.tgz",
+      "integrity": "sha512-Rzh1HF0a2o/tf90A3w2XNdXd9Ym3aQzMDfD3lAUONCX9B9QOdqdyiORrj6M25QEaJrEIbXFy8LtAFcL0wRdWzA==",
+      "license": "MIT",
+      "dependencies": {
+        "lib0": "^0.2.87"
+      }
+    },
+    "node_modules/@hocuspocus/provider": {
+      "version": "2.15.3",
+      "resolved": "https://registry.npmjs.org/@hocuspocus/provider/-/provider-2.15.3.tgz",
+      "integrity": "sha512-oadN05m+KL4ylNKVo5YspNG4MXkT2Y+FUFzrgigpQeTjQibkPUwCNmUnkUxMgrGRgxb+O0lJCfirFIJMxedctA==",
+      "license": "MIT",
+      "dependencies": {
+        "@hocuspocus/common": "^2.15.3",
+        "@lifeomic/attempt": "^3.0.2",
+        "lib0": "^0.2.87",
+        "ws": "^8.17.1"
+      },
+      "peerDependencies": {
+        "y-protocols": "^1.0.6",
+        "yjs": "^13.6.8"
+      }
+    },
+    "node_modules/@lifeomic/attempt": {
+      "version": "3.1.0",
+      "resolved": "https://registry.npmjs.org/@lifeomic/attempt/-/attempt-3.1.0.tgz",
+      "integrity": "sha512-QZqem4QuAnAyzfz+Gj5/+SLxqwCAw2qmt7732ZXodr6VDWGeYLG6w1i/vYLa55JQM9wRuBKLmXmiZ2P0LtE5rw==",
+      "license": "MIT"
+    },
+    "node_modules/@liveblocks/client": {
+      "version": "3.24.0",
+      "resolved": "https://registry.npmjs.org/@liveblocks/client/-/client-3.24.0.tgz",
+      "integrity": "sha512-nSNqo/CbsOzekH68r1VCoI9OWh/2nPmdpcmG7eEuShM5stRjILBYBr3O5HOnoL6+dlmc0ZKYV4DO8IxYgoT9Yg==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@liveblocks/core": "3.24.0"
+      }
+    },
+    "node_modules/@liveblocks/core": {
+      "version": "3.24.0",
+      "resolved": "https://registry.npmjs.org/@liveblocks/core/-/core-3.24.0.tgz",
+      "integrity": "sha512-bJSkMZCUNdP862xkg7xgZgGkn/TCyEQ4mgmvF6uuW0YgGMZr0PoyDVPMevnbt754wXYFnsJGHfxa4IcKHmmN+A==",
+      "license": "Apache-2.0",
+      "peerDependencies": {
+        "@types/json-schema": "^7"
+      }
+    },
+    "node_modules/@liveblocks/yjs": {
+      "version": "3.24.0",
+      "resolved": "https://registry.npmjs.org/@liveblocks/yjs/-/yjs-3.24.0.tgz",
+      "integrity": "sha512-3CydSuadTb65uCuDa5Q4czRXkgTauUWHAAF9OCiEDo9hTiM9Ofsx6yPdpQi5YVokdOMNgUQAKe93XiTOqdgSLw==",
+      "license": "Apache-2.0",
+      "dependencies": {
+        "@liveblocks/client": "3.24.0",
+        "@liveblocks/core": "3.24.0",
+        "@noble/hashes": "^1.8.0",
+        "js-base64": "^3.7.7",
+        "lib0": "^0.2.0",
+        "y-indexeddb": "^9.0.12"
+      },
+      "peerDependencies": {
+        "yjs": "^13"
+      }
+    },
+    "node_modules/@noble/hashes": {
+      "version": "1.8.0",
+      "resolved": "https://registry.npmjs.org/@noble/hashes/-/hashes-1.8.0.tgz",
+      "integrity": "sha512-jCs9ldd7NwzpgXDIf6P3+NrHh9/sD6CQdxHyjQI+h/6rDNo88ypBxxz45UDuZHz9r3tNz7N/VInSVoVdtXEI4A==",
+      "license": "MIT",
+      "engines": {
+        "node": "^14.21.3 || >=16"
+      },
+      "funding": {
+        "url": "https://paulmillr.com/funding/"
+      }
+    },
+    "node_modules/@nodelib/fs.scandir": {
+      "version": "2.1.5",
+      "resolved": "https://registry.npmjs.org/@nodelib/fs.scandir/-/fs.scandir-2.1.5.tgz",
+      "integrity": "sha512-vq24Bq3ym5HEQm2NKCr3yXDwjc7vTsEThRDnkp2DK9p1uqLR+DHurm/NOTo0KG7HYHU7eppKZj3MyqYuMBf62g==",
+      "license": "MIT",
+      "dependencies": {
+        "@nodelib/fs.stat": "2.0.5",
+        "run-parallel": "^1.1.9"
+      },
+      "engines": {
+        "node": ">= 8"
+      }
+    },
+    "node_modules/@nodelib/fs.stat": {
+      "version": "2.0.5",
+      "resolved": "https://registry.npmjs.org/@nodelib/fs.stat/-/fs.stat-2.0.5.tgz",
+      "integrity": "sha512-RkhPPp2zrqDAQA/2jNhnztcPAlv64XdhIp7a7454A5ovI7Bukxgt7MX7udwAu3zg1DcpPU0rz3VV1SeaqvY4+A==",
+      "license": "MIT",
+      "engines": {
+        "node": ">= 8"
+      }
+    },
+    "node_modules/@nodelib/fs.walk": {
+      "version": "1.2.8",
+      "resolved": "https://registry.npmjs.org/@nodelib/fs.walk/-/fs.walk-1.2.8.tgz",
+      "integrity": "sha512-oGB+UxlgWcgQkgwo8GcEGwemoTFt3FIO9ababBmaGwXIoBKZ+GTy0pP185beGg7Llih/NSHSV2XAs1lnznocSg==",
+      "license": "MIT",
+      "dependencies": {
+        "@nodelib/fs.scandir": "2.1.5",
+        "fastq": "^1.6.0"
+      },
+      "engines": {
+        "node": ">= 8"
+      }
+    },
+    "node_modules/@superdoc-dev/cli": {
+      "version": "0.22.2",
+      "resolved": "https://registry.npmjs.org/@superdoc-dev/cli/-/cli-0.22.2.tgz",
+      "integrity": "sha512-RzbCmBCeRp/VvhFbktAu/HGVWfEfvVUHxAcWDjAmeg/c1oequuOyhSIsito3yMMQwXlgzO5po8hWNRaETkFNJQ==",
+      "dependencies": {
+        "@hocuspocus/provider": "^2.13.6",
+        "@liveblocks/client": "^3.15.5",
+        "@liveblocks/yjs": "^3.15.5",
+        "fast-glob": "^3.3.3",
+        "happy-dom": "^20.3.4",
+        "ws": "^8.18.0",
+        "y-websocket": "^3.0.0",
+        "yjs": "^13.6.19"
+      },
+      "bin": {
+        "superdoc": "dist/index.js"
+      },
+      "optionalDependencies": {
+        "@superdoc-dev/cli-darwin-arm64": "0.22.2",
+        "@superdoc-dev/cli-darwin-x64": "0.22.2",
+        "@superdoc-dev/cli-linux-arm64": "0.22.2",
+        "@superdoc-dev/cli-linux-x64": "0.22.2",
+        "@superdoc-dev/cli-windows-x64": "0.22.2"
+      }
+    },
+    "node_modules/@superdoc-dev/cli-darwin-arm64": {
+      "version": "0.22.2",
+      "resolved": "https://registry.npmjs.org/@superdoc-dev/cli-darwin-arm64/-/cli-darwin-arm64-0.22.2.tgz",
+      "integrity": "sha512-cMHhggzGK7JAp/yMheTZ3pSvR3x1EZgXp5AwAYghDbqbke3g4bkyLeN1b9Xs5Sk99b3nVRd/BGy9ZX2MUqdxuw==",
+      "cpu": [
+        "arm64"
+      ],
+      "optional": true,
+      "os": [
+        "darwin"
+      ],
+      "bin": {
+        "superdoc": "bin/superdoc"
+      }
+    },
+    "node_modules/@superdoc-dev/cli-darwin-x64": {
+      "version": "0.22.2",
+      "resolved": "https://registry.npmjs.org/@superdoc-dev/cli-darwin-x64/-/cli-darwin-x64-0.22.2.tgz",
+      "integrity": "sha512-zNkrtBL4qtDUBuG5McEsc7nz6ubHKJJ9B7VWY70lZFGkQVpuXP9ddwumE/5khkxHmM59TL36iRSijFroxg1jtg==",
+      "cpu": [
+        "x64"
+      ],
+      "optional": true,
+      "os": [
+        "darwin"
+      ],
+      "bin": {
+        "superdoc": "bin/superdoc"
+      }
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+        "url": "https://github.com/sponsors/dmonad"
+      },
+      "peerDependencies": {
+        "yjs": "^13.0.0"
+      }
+    },
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+      },
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+        "npm": ">=8.0.0"
+      },
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+        "type": "GitHub Sponsors ❤",
+        "url": "https://github.com/sponsors/dmonad"
+      },
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+        "yjs": "^13.0.0"
+      }
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+        "url": "https://github.com/sponsors/dmonad"
+      },
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+}
diff --git a/extensions/Nojhi3/resume-tailor/package.json b/extensions/Nojhi3/resume-tailor/package.json
new file mode 100644
index 00000000..17566a4d
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/package.json
@@ -0,0 +1,19 @@
+{
+  "name": "resume-tailor",
+  "version": "0.1.0",
+  "private": true,
+  "type": "module",
+  "description": "Tailors a .docx resume to a job description via an LLM, applied as SuperDoc tracked changes.",
+  "scripts": {
+    "start": "node server/index.js",
+    "dev": "node --watch server/index.js",
+    "test": "node --test"
+  },
+  "dependencies": {
+    "@google/generative-ai": "latest",
+    "@superdoc-dev/cli": "latest",
+    "dotenv": "^16.4.5",
+    "express": "^4.19.2",
+    "multer": "^1.4.5-lts.1"
+  }
+}
diff --git a/extensions/Nojhi3/resume-tailor/public/app.js b/extensions/Nojhi3/resume-tailor/public/app.js
new file mode 100644
index 00000000..86d82b96
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/public/app.js
@@ -0,0 +1,237 @@
+const form = document.getElementById("tailor-form");
+const statusEl = document.getElementById("status");
+const submitBtn = document.getElementById("submit-btn");
+const revisionsList = document.getElementById("revisions-list");
+const emptyState = document.getElementById("empty-state");
+const editorEl = document.getElementById("editor");
+const downloadBtn = document.getElementById("download-btn");
+
+let currentBlobUrl = null;
+let superdoc = null;
+let revisionState = [];
+
+form.addEventListener("submit", async (e) => {
+  e.preventDefault();
+  submitBtn.disabled = true;
+  submitBtn.textContent = "Tailoring…";
+  statusEl.textContent = "Reading your resume and matching it to the role…";
+  revisionsList.hidden = true;
+  revisionsList.innerHTML = "";
+
+  try {
+    const formData = new FormData(form);
+    const res = await fetch("/api/tailor", { method: "POST", body: formData });
+    const data = await res.json();
+
+    if (!res.ok) {
+      throw new Error(data.error || "Something went wrong.");
+    }
+
+    const bytes = Uint8Array.from(atob(data.docx), (c) => c.charCodeAt(0));
+    const blob = new Blob([bytes], {
+      type: "application/vnd.openxmlformats-officedocument.wordprocessingml.document",
+    });
+
+    if (currentBlobUrl) URL.revokeObjectURL(currentBlobUrl);
+    currentBlobUrl = URL.createObjectURL(blob);
+
+    emptyState.hidden = true;
+    editorEl.hidden = false;
+    editorEl.innerHTML = "";
+
+    // eslint-disable-next-line no-undef -- SuperDoc is loaded as a global via the jsdelivr script tag
+    superdoc = new SuperDoc({
+      selector: "#editor",
+      documentMode: "editing",
+      // We own the review UI in the side panel. `ui: false` disables every
+      // built-in control, dialog, and popover — including the in-document
+      // accept/reject controls, which render at the document's font sizes
+      // (huge next to panel buttons). The tracked-change redline itself is
+      // document rendering, so it stays visible.
+      ui: false,
+      // Permission gate for tracked-change affordances: deny every
+      // trackedChanges.* permission so the layout engine stops painting the
+      // in-document Accept/Reject buttons entirely. Accept/Reject stays
+      // available programmatically through doc.trackChanges.decide(), which
+      // is the same kernel call the runtime's own accept path uses — the
+      // resolver only shapes what UI chrome is shown, not the Document API.
+      permissionResolver: ({ permission }) =>
+        permission.startsWith("trackedChanges.") ? false : undefined,
+      documents: [{ id: "tailored-resume", type: "docx", data: blob }],
+    });
+
+    superdoc.on("ready", () => wireTrackedChanges(data.revisions ?? []));
+    superdoc.on("exception", (payload) => {
+      console.error("superdoc exception:", payload);
+    });
+
+    downloadBtn.hidden = false;
+    downloadBtn.onclick = downloadCurrent;
+
+    statusEl.textContent =
+      "Done — review each change in the list, then accept or reject it.";
+  } catch (err) {
+    console.error(err);
+    statusEl.textContent = err.message || "Tailoring failed.";
+  } finally {
+    submitBtn.disabled = false;
+    submitBtn.textContent = "Tailor resume";
+  }
+});
+
+// Match the server's revision list to the live tracked changes inside the
+// editor (by block id), so Accept/Reject can address real change ids.
+async function wireTrackedChanges(serverRevisions) {
+  revisionState = serverRevisions.map((r) => ({
+    ...r,
+    changeIds: [],
+    decision: null,
+  }));
+
+  if (!revisionState.length) {
+    statusEl.textContent =
+      "Done — the model proposed no changes. Try a more detailed job description.";
+    return;
+  }
+
+  try {
+    const doc = superdoc?.activeEditor?.doc;
+    const result = doc ? await doc.trackChanges.list({ limit: 500 }) : null;
+    const items = result?.items ?? result ?? [];
+
+    const byBlock = new Map();
+    for (const change of items) {
+      const blockId = change.navigationTarget?.blockId;
+      if (!blockId) continue;
+      if (!byBlock.has(blockId)) byBlock.set(blockId, []);
+      byBlock.get(blockId).push(change.id);
+    }
+    for (const rev of revisionState) {
+      rev.changeIds = byBlock.get(rev.nodeId) ?? [];
+    }
+  } catch (err) {
+    console.error("tracked-changes lookup failed:", err);
+    statusEl.textContent =
+      "Warning: could not read tracked changes from the editor — Accept/Reject may not work.";
+  }
+
+  renderRevisions();
+}
+
+function renderRevisions() {
+  revisionsList.hidden = false;
+  revisionsList.innerHTML = revisionState
+    .map((rev, i) => {
+      const resolved = rev.decision === "accept" || rev.decision === "reject";
+      const decisionLabel =
+        rev.decision === "accept"
+          ? "Accepted"
+          : rev.decision === "reject"
+            ? "Rejected"
+            : "";
+      const note = rev.lengthFlag
+        ? " — length changed a lot, double-check layout"
+        : "";
+
+      return `
    3. 
+        
      
+          Line ${rev.line} · Page ${rev.page}
+          ${
+            resolved
+              ? `${decisionLabel}`
+              : `
+                  
+                  
+                `
+          }
+          
+        
      
+        
      
+          
      ${escapeHtml(rev.original)}
      
+          
      ${escapeHtml(rev.revisedText)}
      
+        
      
+        
      ${escapeHtml(rev.reason)}${note}
      
+      
      4. `;
+    })
+    .join("");
+}
+
+revisionsList.addEventListener("click", async (e) => {
+  const btn = e.target.closest("button[data-action]");
+  if (!btn) return;
+  const li = btn.closest("li.revision");
+  const rev = revisionState[Number(li?.dataset.idx)];
+  if (!rev) return;
+
+  const action = btn.dataset.action;
+
+  if (action === "locate") {
+    try {
+      await superdoc?.scrollToElement(rev.nodeId);
+    } catch (err) {
+      console.error("locate failed:", err);
+    }
+    return;
+  }
+
+  if (rev.decision) return; // already resolved
+
+  btn.disabled = true;
+  try {
+    const doc = superdoc?.activeEditor?.doc;
+    if (!doc) throw new Error("Editor is not ready yet.");
+    const decision = action === "accept" ? "accept" : "reject";
+    for (const id of rev.changeIds) {
+      await doc.trackChanges.decide({
+        decision,
+        target: { kind: "id", id },
+      });
+    }
+    rev.decision = decision;
+    statusEl.textContent = `Change on line ${rev.line} ${decision === "accept" ? "accepted" : "rejected"}.`;
+  } catch (err) {
+    console.error("decide failed:", err);
+    statusEl.textContent =
+      `Could not ${action} the change on line ${rev.line} — ${err.message || "check console"}.`;
+  }
+  renderRevisions();
+});
+
+async function downloadCurrent() {
+  downloadBtn.disabled = true;
+  try {
+    let blob = currentBlobUrl
+      ? await fetch(currentBlobUrl).then((r) => r.blob())
+      : null;
+
+    // Export the live editor state so accept/reject decisions are baked in;
+    // fall back to the original tailored file if the export API is missing.
+    try {
+      if (superdoc?.export) {
+        const exported = await superdoc.export({ exportType: "docx" });
+        if (exported) blob = exported;
+      }
+    } catch (err) {
+      console.warn("live export failed, falling back to the original file", err);
+    }
+
+    if (!blob) throw new Error("No document to download.");
+    const url = URL.createObjectURL(blob);
+    const a = document.createElement("a");
+    a.href = url;
+    a.download = "tailored-resume.docx";
+    a.click();
+    setTimeout(() => URL.revokeObjectURL(url), 30000);
+  } catch (err) {
+    console.error(err);
+    statusEl.textContent = `Download failed — ${err.message || "check console"}.`;
+  } finally {
+    downloadBtn.disabled = false;
+  }
+}
+
+function escapeHtml(str) {
+  const div = document.createElement("div");
+  div.textContent = str ?? "";
+  return div.innerHTML;
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/resume-tailor/public/index.html b/extensions/Nojhi3/resume-tailor/public/index.html
new file mode 100644
index 00000000..6de60ada
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/public/index.html
@@ -0,0 +1,74 @@
+
+
+
+  
+  
+  Resume Tailor
+  
+  
+  
+  
+  
+
+
+  
      
+    
      
+      
+      Resume Tailor
+    
      
+  
      
+
+  
      
+    
      
+      
      Match your resume to the role
      
+      
      
+        Upload your resume and paste the job description. Each proposed change
+        comes back as a tracked edit with its location and reason — accept or
+        reject it from the list, nothing is rewritten silently.
+      
      
+
+      
      
+        
+
+        
+
+        
+      
      
+
+      
      
+
+      
+    
      
+
+    
      
+      
      
+        
+        
      
+          Your tailored resume will appear here, with every change tracked
+          and reviewable — same layout, same fonts, same page.
+        
      
+      
      
+      
+      
+    
      
+  
      
+
+  
+  
+
+
diff --git a/extensions/Nojhi3/resume-tailor/public/styles.css b/extensions/Nojhi3/resume-tailor/public/styles.css
new file mode 100644
index 00000000..5ff10312
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/public/styles.css
@@ -0,0 +1,366 @@
+:root {
+  --ink: #1b1e1a;
+  --paper: #f1f2ed;
+  --paper-raised: #ffffff;
+  --accent-insert: #2b5d45;
+  --accent-delete: #9c3b2e;
+  --line: #d9dad2;
+  --muted: #6b6f65;
+
+  --font-display: "Newsreader", Georgia, serif;
+  --font-body: "Public Sans", -apple-system, BlinkMacSystemFont, sans-serif;
+  --font-mono: "IBM Plex Mono", ui-monospace, monospace;
+}
+
+* {
+  box-sizing: border-box;
+}
+
+body {
+  margin: 0;
+  background: var(--paper);
+  color: var(--ink);
+  font-family: var(--font-body);
+  -webkit-font-smoothing: antialiased;
+}
+
+.topbar {
+  display: flex;
+  align-items: center;
+  padding: 20px 32px;
+  border-bottom: 1px solid var(--line);
+}
+
+.wordmark {
+  display: flex;
+  align-items: center;
+  gap: 10px;
+  font-family: var(--font-display);
+  font-size: 1.15rem;
+  font-weight: 500;
+  letter-spacing: 0.01em;
+}
+
+.mark {
+  display: inline-block;
+  width: 20px;
+  height: 16px;
+  position: relative;
+}
+.mark::before,
+.mark::after {
+  content: "";
+  position: absolute;
+  left: 0;
+  width: 20px;
+  height: 2px;
+  border-radius: 1px;
+}
+.mark::before {
+  top: 4px;
+  background: var(--accent-delete);
+}
+.mark::after {
+  top: 11px;
+  background: var(--accent-insert);
+}
+
+.mark-large {
+  width: 40px;
+  height: 32px;
+  margin-bottom: 20px;
+}
+.mark-large::before,
+.mark-large::after {
+  width: 40px;
+  height: 3px;
+}
+.mark-large::before {
+  top: 8px;
+}
+.mark-large::after {
+  top: 21px;
+}
+
+.workspace {
+  display: grid;
+  grid-template-columns: 380px 1fr;
+  min-height: calc(100vh - 65px);
+}
+
+.panel {
+  padding: 32px;
+}
+
+.panel-input {
+  border-right: 1px solid var(--line);
+  background: var(--paper);
+}
+
+.panel-input h1 {
+  font-family: var(--font-display);
+  font-size: 1.6rem;
+  font-weight: 500;
+  line-height: 1.25;
+  margin: 0 0 12px;
+}
+
+.lede {
+  color: var(--muted);
+  line-height: 1.5;
+  margin: 0 0 28px;
+  font-size: 0.95rem;
+}
+
+.field {
+  display: block;
+  margin-bottom: 20px;
+}
+
+.field-label {
+  display: block;
+  font-size: 0.8rem;
+  font-family: var(--font-mono);
+  text-transform: uppercase;
+  letter-spacing: 0.06em;
+  color: var(--muted);
+  margin-bottom: 8px;
+}
+
+input[type="file"],
+textarea {
+  width: 100%;
+  border: 1px solid var(--line);
+  background: var(--paper-raised);
+  border-radius: 4px;
+  padding: 10px 12px;
+  font-family: var(--font-body);
+  font-size: 0.95rem;
+  color: var(--ink);
+}
+
+textarea {
+  resize: vertical;
+  line-height: 1.5;
+}
+
+textarea:focus,
+input:focus-visible,
+button:focus-visible {
+  outline: 2px solid var(--accent-insert);
+  outline-offset: 2px;
+}
+
+button[type="submit"] {
+  width: 100%;
+  padding: 12px 16px;
+  background: var(--ink);
+  color: var(--paper);
+  border: none;
+  border-radius: 4px;
+  font-family: var(--font-body);
+  font-size: 0.95rem;
+  font-weight: 600;
+  cursor: pointer;
+  transition: background 0.15s ease;
+}
+button[type="submit"]:hover {
+  background: #333831;
+}
+button[type="submit"]:disabled {
+  opacity: 0.6;
+  cursor: wait;
+}
+
+.status {
+  margin-top: 16px;
+  font-size: 0.88rem;
+  color: var(--muted);
+  min-height: 1.2em;
+}
+
+.revisions {
+  margin: 20px 0 0;
+  padding: 0;
+  list-style: none;
+  border-top: 1px solid var(--line);
+}
+.revisions li {
+  padding: 12px 0;
+  border-bottom: 1px solid var(--line);
+  font-size: 0.88rem;
+  line-height: 1.45;
+}
+
+.revision-head {
+  display: flex;
+  align-items: center;
+  gap: 8px;
+  margin-bottom: 8px;
+}
+
+.revision-meta {
+  font-family: var(--font-mono);
+  font-size: 0.72rem;
+  text-transform: uppercase;
+  letter-spacing: 0.05em;
+  color: var(--muted);
+  margin-right: auto;
+}
+
+.revision-actions {
+  display: inline-flex;
+  gap: 6px;
+}
+
+.btn {
+  padding: 5px 10px;
+  border: 1px solid var(--line);
+  background: var(--paper-raised);
+  border-radius: 4px;
+  font-family: var(--font-body);
+  font-size: 0.78rem;
+  font-weight: 600;
+  cursor: pointer;
+  transition: background 0.15s ease, border-color 0.15s ease;
+}
+.btn:hover {
+  border-color: var(--ink);
+}
+.btn:disabled {
+  opacity: 0.5;
+  cursor: wait;
+}
+
+.btn-accept {
+  color: var(--accent-insert);
+}
+.btn-accept:hover {
+  background: #e4efe8;
+  border-color: var(--accent-insert);
+}
+
+.btn-reject {
+  color: var(--accent-delete);
+}
+.btn-reject:hover {
+  background: #f7e7e4;
+  border-color: var(--accent-delete);
+}
+
+.btn-locate {
+  color: var(--muted);
+  font-weight: 500;
+}
+
+.revision-decision {
+  font-family: var(--font-mono);
+  font-size: 0.72rem;
+  font-weight: 600;
+  text-transform: uppercase;
+  letter-spacing: 0.05em;
+  color: var(--accent-insert);
+}
+.revision-decision.is-rejected {
+  color: var(--accent-delete);
+}
+.revision.is-resolved {
+  opacity: 0.65;
+}
+
+.revision-diff {
+  border: 1px solid var(--line);
+  border-left: 3px solid var(--line);
+  border-radius: 4px;
+  padding: 8px 10px;
+  margin-bottom: 8px;
+  background: var(--paper-raised);
+}
+
+.revision-old {
+  color: var(--accent-delete);
+  text-decoration: line-through;
+  text-decoration-thickness: 1px;
+}
+.revision-old:not(:last-child) {
+  margin-bottom: 4px;
+}
+.revision-new {
+  color: var(--accent-insert);
+  font-weight: 500;
+}
+.revision-old + .revision-new::before {
+  content: "→ ";
+  color: var(--muted);
+  font-weight: 400;
+}
+
+.revision-reason::before {
+  content: "";
+  display: inline-block;
+  width: 6px;
+  height: 6px;
+  border-radius: 50%;
+  background: var(--accent-insert);
+  margin-right: 8px;
+}
+.revision-reason.flagged::before {
+  background: var(--accent-delete);
+}
+
+.panel-output {
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  position: relative;
+  background: #e9ebe3;
+}
+
+.empty-state {
+  max-width: 340px;
+  text-align: center;
+  color: var(--muted);
+  font-size: 0.95rem;
+  line-height: 1.5;
+}
+
+.editor {
+  width: 100%;
+  height: 100%;
+  background: var(--paper-raised);
+  overflow: auto;
+}
+
+.download-btn {
+  position: absolute;
+  top: 20px;
+  right: 20px;
+  padding: 10px 16px;
+  background: var(--paper-raised);
+  border: 1px solid var(--line);
+  border-radius: 4px;
+  font-family: var(--font-body);
+  font-size: 0.88rem;
+  font-weight: 600;
+  cursor: pointer;
+}
+.download-btn:hover {
+  border-color: var(--accent-insert);
+}
+
+@media (max-width: 860px) {
+  .workspace {
+    grid-template-columns: 1fr;
+  }
+  .panel-input {
+    border-right: none;
+    border-bottom: 1px solid var(--line);
+  }
+}
+
+@media (prefers-reduced-motion: reduce) {
+  * {
+    transition: none !important;
+  }
+}
diff --git a/extensions/Nojhi3/resume-tailor/server/app.js b/extensions/Nojhi3/resume-tailor/server/app.js
new file mode 100644
index 00000000..eb74ca6f
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/server/app.js
@@ -0,0 +1,13 @@
+import express from "express";
+import path from "node:path";
+import { fileURLToPath } from "node:url";
+import { createTailorRouter } from "./routes/tailor.js";
+
+const __dirname = path.dirname(fileURLToPath(import.meta.url));
+
+export function createApp({ sessionFactory, llm } = {}) {
+  const app = express();
+  app.use(express.static(path.join(__dirname, "..", "public")));
+  app.use("/api/tailor", createTailorRouter({ sessionFactory, llm }));
+  return app;
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/resume-tailor/server/index.js b/extensions/Nojhi3/resume-tailor/server/index.js
new file mode 100644
index 00000000..28ce9d89
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/server/index.js
@@ -0,0 +1,8 @@
+import "dotenv/config";
+import { createApp } from "./app.js";
+
+const PORT = process.env.PORT || 3000;
+
+createApp().listen(PORT, () => {
+  console.log(`Resume Tailor running at http://localhost:${PORT}`);
+});
\ No newline at end of file
diff --git a/extensions/Nojhi3/resume-tailor/server/lib/diff.js b/extensions/Nojhi3/resume-tailor/server/lib/diff.js
new file mode 100644
index 00000000..ce590f6c
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/server/lib/diff.js
@@ -0,0 +1,95 @@
+// Word-level diff between an original block and its revised text.
+//
+// The CLI's tracked `replace` diffs the replaced range itself at the
+// character level, so replacing a whole block fragments one revision into
+// many mid-word edits ("using" -> "us" deleted + "utiliz" inserted) that a
+// human reviewer can't meaningfully approve or reject. Instead, split the
+// revision into the minimal set of disjoint regions at *word* boundaries
+// (longest common subsequence of whitespace-delimited tokens), and replace
+// each region separately. Each region then becomes exactly one tracked
+// change, and the changes read as real edits ("Built" -> "Architected",
+// "using" -> "utilizing").
+
+const TOKEN_RE = /(\S+\s*)/g;
+
+function tokenize(text) {
+  const tokens = [];
+  let m;
+  while ((m = TOKEN_RE.exec(text))) {
+    tokens.push({ text: m[0], start: m.index, end: m.index + m[0].length });
+  }
+  return tokens;
+}
+
+/**
+ * Returns the minimal set of disjoint regions (character offsets into
+ * `oldText`) that, when each is replaced by its `newText`, produce the
+ * revised text. Pure insertions have start === end (zero-width selection).
+ * Order is left to right.
+ */
+export function computeRegions(oldText, newText) {
+  const a = tokenize(oldText);
+  const b = tokenize(newText);
+  const n = a.length;
+  const m = b.length;
+
+  const dp = Array.from({ length: n + 1 }, () => new Int32Array(m + 1));
+  for (let i = n - 1; i >= 0; i--) {
+    for (let j = m - 1; j >= 0; j--) {
+      dp[i][j] =
+        a[i].text === b[j].text
+          ? dp[i + 1][j + 1] + 1
+          : Math.max(dp[i + 1][j], dp[i][j + 1]);
+    }
+  }
+
+  const regions = [];
+  let i = 0;
+  let j = 0;
+  let oldAcc = [];
+  let newAcc = [];
+
+  const flush = () => {
+    if (!oldAcc.length && !newAcc.length) return;
+    let start;
+    let end;
+    if (oldAcc.length) {
+      start = oldAcc[0].start;
+      end = oldAcc[oldAcc.length - 1].end;
+    } else {
+      start = i < n ? a[i].start : oldText.length;
+      end = start;
+    }
+    regions.push({ start, end, newText: newAcc.map((t) => t.text).join("") });
+    oldAcc = [];
+    newAcc = [];
+  };
+
+  while (i < n && j < m) {
+    if (a[i].text === b[j].text) {
+      flush();
+      i++;
+      j++;
+    } else if (dp[i + 1][j] > dp[i][j + 1]) {
+      oldAcc.push(a[i]);
+      i++;
+    } else {
+      // On equal remaining match length prefer consuming the new token:
+      // it keeps the diff local instead of swallowing long matched runs
+      // into one region.
+      newAcc.push(b[j]);
+      j++;
+    }
+  }
+  while (i < n) {
+    oldAcc.push(a[i]);
+    i++;
+  }
+  while (j < m) {
+    newAcc.push(b[j]);
+    j++;
+  }
+  flush();
+
+  return regions;
+}
\ No newline at end of file
diff --git a/extensions/Nojhi3/resume-tailor/server/lib/llm.js b/extensions/Nojhi3/resume-tailor/server/lib/llm.js
new file mode 100644
index 00000000..451cb6c5
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/server/lib/llm.js
@@ -0,0 +1,39 @@
+import { GoogleGenerativeAI } from "@google/generative-ai";
+import { SYSTEM_PROMPT, buildUserPrompt, REVISIONS_SCHEMA } from "./prompts.js";
+
+// Swap the model here for any other Gemini model. Gemini's JSON mode
+// (responseMimeType + responseSchema) validates the response against the
+// schema before returning it, which is the equivalent of Anthropic's
+// tool-forced JSON.
+const MODEL = "gemini-2.5-flash";
+
+const genAI = new GoogleGenerativeAI(process.env.GEMINI_API_KEY);
+
+export async function getResumeRevisions(jdText, blocks) {
+  const model = genAI.getGenerativeModel({
+    model: MODEL,
+    systemInstruction: SYSTEM_PROMPT,
+    generationConfig: {
+      responseMimeType: "application/json",
+      responseSchema: REVISIONS_SCHEMA,
+    },
+  });
+
+  const result = await model.generateContent(buildUserPrompt(jdText, blocks));
+  const text = result.response.text();
+
+  let parsed;
+  try {
+    parsed = JSON.parse(text);
+  } catch (err) {
+    throw new Error(`Model returned invalid JSON: ${text.slice(0, 200)}`);
+  }
+
+  // With a response schema Gemini returns the full object; be lenient in
+  // case it returns the bare revisions array instead.
+  const revisions = Array.isArray(parsed) ? parsed : parsed?.revisions;
+  if (!Array.isArray(revisions)) {
+    throw new Error("Model response is missing the revisions array.");
+  }
+  return revisions;
+}
diff --git a/extensions/Nojhi3/resume-tailor/server/lib/prompts.js b/extensions/Nojhi3/resume-tailor/server/lib/prompts.js
new file mode 100644
index 00000000..b99ecbe7
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/server/lib/prompts.js
@@ -0,0 +1,57 @@
+export const SYSTEM_PROMPT = `You are an expert resume writer and technical recruiter. You tailor resume content to a specific job description while remaining strictly truthful.
+
+Rules:
+- Never invent employers, titles, dates, degrees, tools, or metrics that are not already in the source resume.
+- Only rephrase, reprioritize, or re-emphasize content that's already there.
+- Never add accomplishments, techniques, or qualities that are not already in the block, and never drop concrete numbers, metrics, or dates from it — rewrite around them.
+- Keep each revised block within about 15% of the original character count, so line breaks and page length don't shift.
+- Mirror the job description's terminology (tools, methods, seniority language) only where the real experience genuinely supports it. Do not force a fit that isn't there.
+- Skip blocks that already match well, or have nothing relevant to change — do not rewrite for the sake of rewriting.
+- For each block you do revise, give a one-sentence reason tying it back to the job description.`;
+
+export function buildUserPrompt(jdText, blocks) {
+  const blockList = blocks
+    .map((b) => `[${b.nodeId}] (${b.nodeType}) ${b.text}`)
+    .join("\n");
+
+  return `JOB DESCRIPTION:
+${jdText}
+
+RESUME BLOCKS:
+${blockList}
+
+Propose revisions only for blocks worth changing.`;
+}
+
+// JSON schema handed to Gemini via generationConfig.responseSchema so the
+// API validates the model's output against this shape before returning it.
+export const REVISIONS_SCHEMA = {
+  type: "object",
+  properties: {
+    revisions: {
+      type: "array",
+      description:
+        "Proposed revisions for blocks worth changing; skip blocks that already match well.",
+      items: {
+        type: "object",
+        properties: {
+          nodeId: {
+            type: "string",
+            description: "The block id from the RESUME BLOCKS list.",
+          },
+          revisedText: {
+            type: "string",
+            description: "The full replacement text for that block.",
+          },
+          reason: {
+            type: "string",
+            description:
+              "One sentence on why this helps match the job description.",
+          },
+        },
+        required: ["nodeId", "revisedText", "reason"],
+      },
+    },
+  },
+  required: ["revisions"],
+};
diff --git a/extensions/Nojhi3/resume-tailor/server/lib/superdocCli.js b/extensions/Nojhi3/resume-tailor/server/lib/superdocCli.js
new file mode 100644
index 00000000..6345bb72
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/server/lib/superdocCli.js
@@ -0,0 +1,129 @@
+import { execFile } from "node:child_process";
+import { promisify } from "node:util";
+import path from "node:path";
+import { fileURLToPath } from "node:url";
+import crypto from "node:crypto";
+import { computeRegions } from "./diff.js";
+
+const execFileAsync = promisify(execFile);
+const __dirname = path.dirname(fileURLToPath(import.meta.url));
+
+// Resolve the locally installed SuperDoc CLI and run it via `node` directly
+// against its JS entry point. This deliberately avoids both `npx superdoc`
+// (the *browser editor* is separately published to npm as plain "superdoc",
+// so npx risks resolving the wrong package) and the `node_modules/.bin`
+// shims (on Windows the extensionless shim is a POSIX script that spawn
+// cannot execute — ENOENT). A JS file under the current `node` is
+// deterministic on every platform.
+const CLI_ENTRY = path.join(
+  __dirname,
+  "..",
+  "..",
+  "node_modules",
+  "@superdoc-dev",
+  "cli",
+  "dist",
+  "index.js"
+);
+
+async function runCli(args) {
+  const { stdout } = await execFileAsync(process.execPath, [CLI_ENTRY, ...args], {
+    maxBuffer: 1024 * 1024 * 25,
+  });
+  const trimmed = stdout.trim();
+  if (!trimmed) return null;
+  // The CLI prints "[super-editor] ..." log lines to stdout before the JSON
+  // payload (telemetry banner, etc.). Parse from the first '{' to skip them.
+  return JSON.parse(trimmed.slice(trimmed.indexOf("{")));
+}
+
+/**
+ * Session wrapper around the installed SuperDoc CLI (verified against
+ * `describe command` on v0.1.0):
+ *
+ *   superdoc open  --session 
+ *   superdoc blocks list --session  --limit  --include-text
+ *   superdoc replace --session  --target-json '{...}' --text "..." --change-mode tracked
+ *   superdoc save --session  --in-place
+ *   superdoc close --session 
+ *
+ * Confirmed on the installed version:
+ *   - Every session-scoped command accepts --session.
+ *   - `blocks list` returns only truncated previews unless --include-text
+ *     is passed, and responses are wrapped as { ok, data, ... }.
+ *   - `replace` accepts { kind: 'block', nodeType, nodeId } as --target-json
+ *     (targeting a block directly avoids ambiguity with repeated wording,
+ *     which a text-pattern match would have).
+ */
+export class SuperDocSession {
+  constructor() {
+    this.sessionId = crypto.randomUUID();
+  }
+
+  async open(docxPath) {
+    return runCli(["open", docxPath, "--session", this.sessionId]);
+  }
+
+  async listBlocks(limit = 500) {
+    const result = await runCli([
+      "blocks",
+      "list",
+      "--session",
+      this.sessionId,
+      "--limit",
+      String(limit),
+      // Without this, blocks come back as short previews, not full text.
+      "--include-text",
+    ]);
+    // CLI responses are wrapped as { ok, data, ... }; the blocks live under
+    // data.result.blocks. Fall back gracefully just in case.
+    return result?.data?.result?.blocks ?? result?.data?.blocks ?? result?.blocks ?? [];
+  }
+
+  async replaceBlockTracked(block, newText) {
+    // `replace --text` requires a SelectionTarget (the {kind:"block"} form
+    // is only accepted with the structural `--content-json` path). Split the
+    // revision into word-level regions (see diff.js) and replace each region
+    // with its own tracked change: replacing the whole block at once makes
+    // the runtime diff at the character level, fragmenting one revision
+    // into un-reviewable mid-word edits.
+    const edits = computeRegions(block.text, newText).map((r) => ({
+      target: {
+        kind: "selection",
+        start: { kind: "text", blockId: block.nodeId, offset: r.start },
+        end: { kind: "text", blockId: block.nodeId, offset: r.end },
+      },
+      text: r.newText,
+    }));
+
+    // Apply right to left so earlier offsets stay valid: edits to the right
+    // never shift text that lies to the left of the next region.
+    edits.sort((x, y) => y.target.start.offset - x.target.start.offset);
+
+    const responses = [];
+    for (const edit of edits) {
+      responses.push(
+        await runCli([
+          "replace",
+          "--session",
+          this.sessionId,
+          "--target-json",
+          JSON.stringify(edit.target),
+          "--text",
+          edit.text,
+          "--change-mode",
+          "tracked",
+        ])
+      );
+    }
+    return responses;
+  }
+
+  async save() {
+    return runCli(["save", "--session", this.sessionId, "--in-place"]);
+  }
+
+  async close() {
+    return runCli(["close", "--session", this.sessionId]);
+  }
+}
diff --git a/extensions/Nojhi3/resume-tailor/server/routes/tailor.js b/extensions/Nojhi3/resume-tailor/server/routes/tailor.js
new file mode 100644
index 00000000..2c30d517
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/server/routes/tailor.js
@@ -0,0 +1,91 @@
+import { Router } from "express";
+import multer from "multer";
+import fs from "node:fs/promises";
+import os from "node:os";
+import path from "node:path";
+import crypto from "node:crypto";
+import { SuperDocSession } from "../lib/superdocCli.js";
+import { getResumeRevisions } from "../lib/llm.js";
+
+const upload = multer({
+  storage: multer.memoryStorage(),
+  limits: { fileSize: 10 * 1024 * 1024 },
+});
+
+// Flag revisions whose length changed drastically vs. the original block —
+// worth a second look even though tracked changes never touch layout XML,
+// since a much longer/shorter block can still shift where lines wrap.
+const LENGTH_FLAG_RATIO = 0.4;
+
+// Best-effort page estimate: ~28 resume lines per Word page at 11pt with
+// 1" margins. Real page numbers need a layout engine; this is an anchor for
+// review, not a pagination guarantee.
+const BLOCKS_PER_PAGE = 28;
+
+export function createTailorRouter({
+  sessionFactory = () => new SuperDocSession(),
+  llm = getResumeRevisions,
+} = {}) {
+  const router = Router();
+
+  router.post("/", upload.single("resume"), async (req, res) => {
+  const jdText = req.body.jobDescription;
+  if (!req.file || !jdText) {
+    return res
+      .status(400)
+      .json({ error: "Upload a .docx resume and paste a job description." });
+  }
+
+  const tmpPath = path.join(os.tmpdir(), `resume-${crypto.randomUUID()}.docx`);
+  const session = sessionFactory();
+
+  try {
+    await fs.writeFile(tmpPath, req.file.buffer);
+    await session.open(tmpPath);
+
+    const blocks = await session.listBlocks();
+    const revisions = await llm(jdText, blocks);
+
+    const byId = new Map(blocks.map((b) => [b.nodeId, b]));
+    const blockOrder = new Map(blocks.map((b, i) => [b.nodeId, i]));
+    const applied = [];
+
+    for (const rev of revisions) {
+      const block = byId.get(rev.nodeId);
+      if (!block) continue; // model referenced an id that doesn't exist — skip, don't guess
+
+      await session.replaceBlockTracked(block, rev.revisedText);
+
+      const ratio = rev.revisedText.length / Math.max(block.text.length, 1);
+      const idx = blockOrder.get(rev.nodeId) ?? 0;
+      applied.push({
+        ...rev,
+        original: block.text,
+        line: idx + 1,
+        page: Math.floor(idx / BLOCKS_PER_PAGE) + 1,
+        lengthFlag: ratio < LENGTH_FLAG_RATIO || ratio > 1 / LENGTH_FLAG_RATIO,
+      });
+    }
+
+    await session.save();
+    const editedBuffer = await fs.readFile(tmpPath);
+
+    res.json({
+      docx: editedBuffer.toString("base64"),
+      revisions: applied,
+    });
+  } catch (err) {
+    console.error(err);
+    res
+      .status(500)
+      .json({ error: "Tailoring failed. Check server logs for details." });
+  } finally {
+    await session.close().catch(() => {});
+    await fs.unlink(tmpPath).catch(() => {});
+  }
+  });
+
+  return router;
+}
+
+export default createTailorRouter();
diff --git a/extensions/Nojhi3/resume-tailor/tests/diff.test.js b/extensions/Nojhi3/resume-tailor/tests/diff.test.js
new file mode 100644
index 00000000..0a570b8c
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/tests/diff.test.js
@@ -0,0 +1,104 @@
+import { test } from "node:test";
+import assert from "node:assert/strict";
+import { computeRegions } from "../server/lib/diff.js";
+
+// Applying every region's newText at its offsets must rebuild the revised
+// text from the original.
+function apply(oldText, regions) {
+  let out = "";
+  let pos = 0;
+  for (const r of regions) {
+    assert.ok(r.start >= pos, "regions are ordered and non-overlapping");
+    out += oldText.slice(pos, r.start) + r.newText;
+    pos = r.end;
+  }
+  out += oldText.slice(pos);
+  return out;
+}
+
+test("no change: empty region list", () => {
+  const text = "Unchanged line stays untouched.";
+  assert.deepEqual(computeRegions(text, text), []);
+});
+
+test("replacement: one region per changed word group", () => {
+  const oldText = "Senior Engineer at Acme, led the platform team.";
+  const newText = "Staff Engineer at Acme, led the platform org.";
+  const regions = computeRegions(oldText, newText);
+  assert.equal(regions.length, 2);
+  assert.equal(oldText.slice(regions[0].start, regions[0].end), "Senior ");
+  assert.equal(regions[0].newText, "Staff ");
+  assert.equal(oldText.slice(regions[1].start, regions[1].end), "team.");
+  assert.equal(regions[1].newText, "org.");
+  assert.equal(apply(oldText, regions), newText);
+});
+
+test("insertion: a region where old and new share the leading word", () => {
+  const oldText = "Built workflows using YOLOv5 and CNN architectures.";
+  const newText = "Built workflows using YOLOv5, TensorRT, and CNN architectures.";
+  const regions = computeRegions(oldText, newText);
+  assert.equal(regions.length, 1);
+  assert.equal(oldText.slice(regions[0].start, regions[0].end), "YOLOv5 ");
+  assert.equal(regions[0].newText, "YOLOv5, TensorRT, ");
+  assert.equal(apply(oldText, regions), newText);
+});
+
+test("deletion: replacement with empty text", () => {
+  const oldText = "Improving reliability and reproducibility across datasets.";
+  const newText = "Improving reliability across datasets.";
+  const regions = computeRegions(oldText, newText);
+  assert.equal(regions.length, 1);
+  assert.equal(oldText.slice(regions[0].start, regions[0].end), "and reproducibility ");
+  assert.equal(regions[0].newText, "");
+  assert.equal(apply(oldText, regions), newText);
+});
+
+test("mid-word rephrase stays a single word-level region", () => {
+  const oldText = "end-to-end model serving workflows using YOLOv5";
+  const newText = "end-to-end model serving workflows utilizing YOLOv5";
+  const regions = computeRegions(oldText, newText);
+  assert.equal(regions.length, 1);
+  assert.equal(oldText.slice(regions[0].start, regions[0].end), "using ");
+  assert.equal(regions[0].newText, "utilizing ");
+  assert.equal(apply(oldText, regions), newText);
+});
+
+test("neighboring edits merge into one region, not adjacent fragments", () => {
+  const oldText = "suite of 30 runs. demonstrating robust system validation";
+  const newText = "suite, demonstrating robust system validation";
+  const regions = computeRegions(oldText, newText);
+  assert.equal(regions.length, 1);
+  assert.equal(oldText.slice(regions[0].start, regions[0].end), "suite of 30 runs. ");
+  assert.equal(regions[0].newText, "suite, ");
+  assert.equal(apply(oldText, regions), newText);
+});
+
+test("total rewrite: single region covering the whole block", () => {
+  const oldText = "Old line entirely rewritten.";
+  const newText = "Completely different replacement text.";
+  const regions = computeRegions(oldText, newText);
+  assert.equal(regions.length, 1);
+  assert.equal(regions[0].start, 0);
+  assert.equal(regions[0].end, oldText.length);
+  assert.equal(apply(oldText, regions), newText);
+});
+
+test("insertions at both ends: the whole line becomes one rewrite region", () => {
+  const oldText = "middle";
+  const newText = "start middle end";
+  const regions = computeRegions(oldText, newText);
+  assert.equal(regions.length, 1);
+  assert.equal(regions[0].start, 0);
+  assert.equal(regions[0].end, oldText.length);
+  assert.equal(regions[0].newText, newText);
+  assert.equal(apply(oldText, regions), newText);
+});
+
+test("punctuation-only change stays a single region", () => {
+  const oldText = "Led the platform team";
+  const newText = "Led the platform team,";
+  const regions = computeRegions(oldText, newText);
+  assert.equal(regions.length, 1);
+  assert.equal(regions[0].newText, "team,");
+  assert.equal(apply(oldText, regions), newText);
+});
\ No newline at end of file
diff --git a/extensions/Nojhi3/resume-tailor/tests/tailor.smoke.test.js b/extensions/Nojhi3/resume-tailor/tests/tailor.smoke.test.js
new file mode 100644
index 00000000..bad41899
--- /dev/null
+++ b/extensions/Nojhi3/resume-tailor/tests/tailor.smoke.test.js
@@ -0,0 +1,153 @@
+import { test, before, after } from "node:test";
+import assert from "node:assert/strict";
+import { createApp } from "../server/app.js";
+import { computeRegions } from "../server/lib/diff.js";
+
+const FAKE_BLOCKS = [
+  { nodeId: "b1", text: "Senior Engineer at Acme, led the platform team." },
+  { nodeId: "b2", text: "Skills: Python, SQL, Kubernetes." },
+];
+
+class FakeSession {
+  constructor() {
+    this.calls = [];
+  }
+  async open(filePath) {
+    this.calls.push(["open", filePath]);
+  }
+  async listBlocks() {
+    this.calls.push(["listBlocks"]);
+    return FAKE_BLOCKS;
+  }
+  async replaceBlockTracked(block, text) {
+    // Mirror the real session: one replace call per word-level region.
+    for (const r of computeRegions(block.text, text)) {
+      this.calls.push(["replace", block.nodeId, r.newText]);
+    }
+  }
+  async save() {
+    this.calls.push(["save"]);
+  }
+  async close() {
+    this.calls.push(["close"]);
+  }
+}
+
+function makeForm(docx = Buffer.from("fake-docx-bytes"), jd = "A job description.") {
+  const form = new FormData();
+  form.append(
+    "resume",
+    new Blob([new Uint8Array(docx)], {
+      type: "application/vnd.openxmlformats-officedocument.wordprocessingml.document",
+    }),
+    "resume.docx"
+  );
+  form.append("jobDescription", jd);
+  return form;
+}
+
+async function startApp({ llm }) {
+  const sessions = [];
+  const app = createApp({
+    sessionFactory: () => {
+      const s = new FakeSession();
+      sessions.push(s);
+      return s;
+    },
+    llm,
+  });
+  const server = app.listen(0);
+  await new Promise((resolve) => server.once("listening", resolve));
+  return {
+    base: `http://127.0.0.1:${server.address().port}`,
+    sessions,
+    close: () => new Promise((resolve) => server.close(resolve)),
+  };
+}
+
+const HAPPY_LLM = async () => [
+  { nodeId: "b1", revisedText: "Staff Engineer at Acme, led the platform org." },
+];
+
+let app;
+
+before(async () => {
+  app = await startApp({ llm: HAPPY_LLM });
+});
+
+after(() => app.close());
+
+test("400 when neither resume nor job description is sent", async () => {
+  const res = await fetch(`${app.base}/api/tailor`, { method: "POST", body: new FormData() });
+  assert.equal(res.status, 400);
+  const body = await res.json();
+  assert.match(body.error, /Upload a \.docx resume/i);
+});
+
+test("400 when the job description is missing", async () => {
+  const form = makeForm();
+  form.delete("jobDescription");
+  const res = await fetch(`${app.base}/api/tailor`, { method: "POST", body: form });
+  assert.equal(res.status, 400);
+});
+
+test("happy path: tracked replace + save + close, revision metadata", async () => {
+  const res = await fetch(`${app.base}/api/tailor`, { method: "POST", body: makeForm() });
+  assert.equal(res.status, 200);
+
+  const body = await res.json();
+  assert.ok(Buffer.from(body.docx, "base64").length > 0, "docx base64 payload present");
+
+  const rev = body.revisions[0];
+  assert.equal(rev.nodeId, "b1");
+  assert.equal(rev.revisedText, "Staff Engineer at Acme, led the platform org.");
+  assert.equal(rev.original, FAKE_BLOCKS[0].text);
+  assert.equal(rev.line, 1);
+  assert.equal(rev.page, 1);
+  assert.equal(rev.lengthFlag, false);
+});
+
+test("session lifecycle: open -> listBlocks -> replace per region -> save -> close", async () => {
+  const res = await fetch(`${app.base}/api/tailor`, { method: "POST", body: makeForm() });
+  assert.equal(res.status, 200);
+
+  const session = app.sessions[app.sessions.length - 1];
+  const kinds = session.calls.map((c) => c[0]);
+  assert.deepEqual(kinds, ["open", "listBlocks", "replace", "replace", "save", "close"]);
+  // Word-level regions: "Senior" -> "Staff" and "team." -> "org.".
+  assert.equal(session.calls[2][1], "b1");
+  assert.equal(session.calls[2][2], "Staff ");
+  assert.equal(session.calls[3][1], "b1");
+  assert.equal(session.calls[3][2], "org.");
+});
+
+test("revision for an unknown nodeId is skipped, no replace, save still runs", async () => {
+  const unknown = await startApp({
+    llm: async () => [{ nodeId: "b9", revisedText: "does not exist" }],
+  });
+  const res = await fetch(`${unknown.base}/api/tailor`, { method: "POST", body: makeForm() });
+  assert.equal(res.status, 200);
+
+  const body = await res.json();
+  assert.equal(body.revisions.length, 0);
+
+  const session = unknown.sessions[unknown.sessions.length - 1];
+  const kinds = session.calls.map((c) => c[0]);
+  assert.deepEqual(kinds, ["open", "listBlocks", "save", "close"]);
+  await unknown.close();
+});
+
+test("LLM failure returns 500 and the session is still closed", async () => {
+  const broken = await startApp({
+    llm: async () => {
+      throw new Error("model exploded");
+    },
+  });
+  const res = await fetch(`${broken.base}/api/tailor`, { method: "POST", body: makeForm() });
+  assert.equal(res.status, 500);
+
+  const session = broken.sessions[broken.sessions.length - 1];
+  const kinds = session.calls.map((c) => c[0]);
+  assert.deepEqual(kinds, ["open", "listBlocks", "close"]);
+  await broken.close();
+});
\ No newline at end of file
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/.gitignore b/use-cases/Nojhi3/cjk-typography-adapter/.gitignore
new file mode 100644
index 00000000..c4a65d8d
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/.gitignore
@@ -0,0 +1,4 @@
+__pycache__/
+*.pyc
+.pytest_cache/
+out/
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/README.md b/use-cases/Nojhi3/cjk-typography-adapter/README.md
new file mode 100644
index 00000000..9ea8e583
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/README.md
@@ -0,0 +1,106 @@
+# CJK Typography and Layout Adapter
+
+Adapts a Western-typeset HTML or Markdown document into CJK typography conventions
+(and back), with a side-by-side comparison and a checklist report of every convention
+applied.
+
+For localization specialists (ja / zh-CN / zh-TW / ko) handling formal business
+documents. The output is meant to read as a natively typeset business document rather
+than a translated Western one, and the DOCX export preserves the typography choices.
+
+## Conventions implemented (per locale profile)
+
+| Convention | What happens |
+| --- | --- |
+| Typeface families | Serif body (Yu Mincho / SimSun / PMingLiU / Batang), sans heading, Latin fallback (Times New Roman) |
+| Font sizes | Body size per market (10.5 pt ja, 12 pt zh, 10 pt ko) and a heading size ladder |
+| Line spacing | 1.5 (ja/zh), 1.6 (ko); justified body text |
+| Punctuation substitution | ASCII `,`/`.`/`!`/`?`/`:`/`;`/`(`/`)` to full-width forms; **ja uses `、`/`。`, zh uses `，`/`。`, ko keeps ASCII punctuation** (native convention) |
+| Quote substitution | `"..."` -> `「」` (ja), `""` (zh/ko), `「」`/`""` -> `"` when reversing |
+| Kinsoku (line-breaking) | No orphaned closing punctuation at line start, no opening punctuation at line end: space-stripping inside brackets plus CSS `line-break: strict` (and `w:kinsoku` in DOCX) |
+| Spacing around embedded Latin/digits | Thin space (U+2009) at CJK<->Latin boundaries; existing spaces at boundaries become thin spaces; digits/`$`/units stay attached |
+| Page geometry | Per-market A4 profiles: 25/20 mm ja, GB/T-style 37/28/26/35 mm zh-CN, 25 mm ko/en |
+| Reverse direction | Full-width -> ASCII punctuation, thin spaces removed, full-width digits/letters half-widthized, Calibri 11 pt, Western margins |
+
+Context-aware punctuation rules: a comma or period between Latin digits/letters is
+kept ASCII (`March 15, 2026`, `1,000`, `8.25%`); sentence-final periods become the
+CJK full stop; brackets are structural and always substituted.
+
+## Usage
+
+```bash
+pip install -r requirements.txt
+
+python cli.py  --locale ja|zh-CN|zh-TW|ko [options]
+```
+
+Options:
+
+- `--locale ja` target CJK locale (default `ja`)
+- `--reverse` adapt CJK typography back to Western (Latin) conventions
+- `--out-dir out` output directory (default `out`)
+- `--format html|docx|both` which adapted outputs to write (default `both`)
+
+### Example
+
+```bash
+python cli.py data/sample/sample.html --locale ja
+python cli.py out/ja/adapted.html --locale ja --reverse   # round-trip
+```
+
+## Outputs
+
+| File | Description |
+| --- | --- |
+| `adapted.html` | Adapted document: rewritten text, `lang` attribute, injected page/typography CSS |
+| `adapted.docx` | DOCX export: page size/margins, Normal/Heading styles with east-Asia fonts, kinsoku compatibility setting, justified line spacing, tables and lists |
+| `comparison.html` | Side-by-side original vs adapted with character-level red/green diff |
+| `checklist.json` | Machine-readable report: styles, page geometry, per-rule counts with before/after samples |
+| `checklist.md` | Human-readable version of the same report |
+
+The checklist counts are recorded during adaptation itself (not recomputed from the
+output), and tests independently verify the counts match what actually changed in the
+text.
+
+## Design
+
+```
+data/sample/            demo documents (HTML and Markdown versions)
+profiles/.json  per-market profiles: fonts, sizes, spacing, punctuation
+                        maps, quote pairs, thin space, kinsoku sets, page geometry
+adapter/
+  text.py               rule engine: punctuation, quotes, thin spacing, kinsoku
+                        attachment, half-width conversion (all stats-tracked)
+  htmltree.py           HTML tree (stdlib html.parser), CSS builder, doctype/lang/style
+  markdown.py           small Markdown -> HTML converter (headings, lists, tables,
+                        blockquotes, code fences, inline styles)
+  docx_io.py            DOCX export: geometry, styles, east-Asia fonts, kinsoku,
+                        tables, lists, borders
+  compare.py            side-by-side comparison HTML (difflib, char-level)
+  checklist.py          checklist report (JSON + Markdown)
+  pipeline.py / cli.py  orchestration and command line
+tests/                  58 tests: rule engine per locale, HTML/MD handling, DOCX
+                        round-trip verification, pipeline E2E with hand-computed
+                        expected change counts
+```
+
+Only runtime dependency is `python-docx`; everything else uses the standard library.
+
+## Limitations
+
+- The adapter is a typography engine, not a translator: it converts punctuation,
+  spacing, type and layout. Text that must also be translated should be localized
+  first (e.g. via SuperDocs), then passed through this adapter.
+- Quote alternation (`"` open/close) resets per text node; an odd number of quotes
+  in a node leaves the last one opening.
+- The docx export uses the primary font name from each profile stack; Word ignores
+  fonts not installed on the reader's machine, so stacks are ordered by preference.
+
+## Test
+
+```bash
+pip install -r requirements-dev.txt
+python -m pytest
+```
+
+Built for the SuperDocs engineering task (round 2) by Akshat Rai.
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/adapter/__init__.py b/use-cases/Nojhi3/cjk-typography-adapter/adapter/__init__.py
new file mode 100644
index 00000000..a5ce04b0
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/adapter/__init__.py
@@ -0,0 +1,4 @@
+__version__ = "0.1.0"
+from .pipeline import adapt, AdaptResult
+
+__all__ = ["adapt", "AdaptResult", "__version__"]
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/adapter/checklist.py b/use-cases/Nojhi3/cjk-typography-adapter/adapter/checklist.py
new file mode 100644
index 00000000..5e24f728
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/adapter/checklist.py
@@ -0,0 +1,87 @@
+RULE_LABELS = {
+    "punctuation": "Punctuation substitution",
+    "quotes": "Quote substitution",
+    "thin_spaces": "Thin-space around Latin and digits",
+    "kinsoku": "Kinsoku punctuation attachment",
+    "halfwidth": "Half-width digit/letter conversion",
+}
+
+
+def build_checklist_data(profile, stats: dict, css: str) -> dict:
+    page = profile.page
+    return {
+        "locale": profile.name,
+        "label": profile.label,
+        "direction": profile.direction,
+        "lang": profile.lang,
+        "styles": {
+            "body_font": profile.body_font,
+            "heading_font": profile.heading_font,
+            "latin_font": profile.latin_font,
+            "body_size_pt": profile.body_size_pt,
+            "heading_sizes_pt": profile.heading_sizes_pt,
+            "heading_bold": profile.heading_bold,
+            "line_spacing": profile.line_spacing,
+            "paragraph_spacing_pt": profile.paragraph_spacing_pt,
+            "text_align": profile.text_align,
+        },
+        "page": page,
+        "rules": {
+            key: {"count": stats[key]["count"], "samples": stats[key]["samples"]}
+            for key in RULE_LABELS
+        },
+        "css": css,
+    }
+
+
+def _rule_md(key: str, rule: dict) -> str:
+    lines = [f"### {RULE_LABELS[key]}", "", f"Applied: **{rule['count']}** change(s)", ""]
+    if rule["samples"]:
+        lines.append("Examples:")
+        lines.append("")
+        lines.append("| Before | After |")
+        lines.append("| --- | --- |")
+        for before, after in rule["samples"]:
+            lines.append(f"| `{before}` | `{after}` |")
+        lines.append("")
+    return "\n".join(lines)
+
+
+def render_checklist_md(data: dict) -> str:
+    p = data["page"]
+    s = data["styles"]
+    out = [
+        f"# Typography adaptation checklist - {data['label']} ({data['locale']})",
+        "",
+        f"- Locale / language: `{data['locale']}` / `{data['lang']}`",
+        f"- Direction: `{data['direction']}`",
+        "",
+        "## Page geometry",
+        "",
+        f"- Page size: {p['width_mm']} x {p['height_mm']} mm",
+        f"- Margins: top {p['margin_top_mm']} mm, bottom {p['margin_bottom_mm']} mm, left {p['margin_left_mm']} mm, right {p['margin_right_mm']} mm",
+        "",
+        "## Typeface and layout",
+        "",
+        f"- Body font: `{s['body_font']}`",
+        f"- Heading font: `{s['heading_font']}`",
+        f"- Latin fallback: `{s['latin_font']}`",
+        f"- Body size: {s['body_size_pt']} pt",
+        f"- Heading sizes: " + ", ".join(f"{k} {v} pt" for k, v in s["heading_sizes_pt"].items()),
+        f"- Heading bold: {s['heading_bold']}",
+        f"- Line spacing: {s['line_spacing']}",
+        f"- Paragraph spacing: {s['paragraph_spacing_pt']} pt",
+        f"- Text alignment: {s['text_align']}",
+        "",
+        "## Rules applied",
+        "",
+    ]
+    for key in RULE_LABELS:
+        out.append(_rule_md(key, data["rules"][key]))
+    out.append("## CSS emitted")
+    out.append("")
+    out.append("```css")
+    out.append(data["css"])
+    out.append("```")
+    out.append("")
+    return "\n".join(out)
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/adapter/cli.py b/use-cases/Nojhi3/cjk-typography-adapter/adapter/cli.py
new file mode 100644
index 00000000..d4da1976
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/adapter/cli.py
@@ -0,0 +1,51 @@
+import argparse
+import sys
+
+from .pipeline import adapt
+
+
+def main(argv=None) -> int:
+    parser = argparse.ArgumentParser(
+        prog="adapt",
+        description="Adapt a Western-typeset HTML/Markdown document to CJK typography "
+                    "conventions (or the reverse), with side-by-side comparison and a checklist report.",
+    )
+    parser.add_argument("input", help="input document (.html or .md)")
+    parser.add_argument("--locale", default="ja", choices=["ja", "zh-CN", "zh-TW", "ko"],
+                        help="target CJK locale (default: ja)")
+    parser.add_argument("--reverse", action="store_true",
+                        help="reverse direction: CJK typography back to Western (Latin) conventions")
+    parser.add_argument("--out-dir", default="out", help="output directory (default: out)")
+    parser.add_argument("--format", default="both", choices=["html", "docx", "both"],
+                        help="which adapted outputs to write (default: both)")
+    try:
+        args = parser.parse_args(argv)
+    except SystemExit as exc:
+        return exc.code if isinstance(exc.code, int) else 1
+
+    formats = ("html", "docx") if args.format == "both" else (args.format,)
+    try:
+        result = adapt(args.input, locale=args.locale, out_dir=args.out_dir,
+                       formats=formats, reverse=args.reverse)
+    except FileNotFoundError as exc:
+        print(f"error: {exc}", file=sys.stderr)
+        return 1
+    except ValueError as exc:
+        print(f"error: {exc}", file=sys.stderr)
+        return 2
+
+    p = result.profile
+    rule_counts = ", ".join(f"{k}={v['count']}" for k, v in result.stats.items())
+    print(f"Adapted {result.title!r} to {p.label} ({p.lang}, {p.direction})")
+    print(f"  rules applied: {rule_counts}")
+    print(f"  wrote: {result.out_html}")
+    if result.out_docx:
+        print(f"  wrote: {result.out_docx}")
+    print(f"  wrote: {result.comparison_html}")
+    print(f"  wrote: {result.checklist_json}")
+    print(f"  wrote: {result.checklist_md}")
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/adapter/compare.py b/use-cases/Nojhi3/cjk-typography-adapter/adapter/compare.py
new file mode 100644
index 00000000..23c6f8bc
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/adapter/compare.py
@@ -0,0 +1,81 @@
+import difflib
+import html
+
+from .htmltree import Node, collect_blocks
+
+
+def _diff_cells(a: str, b: str) -> str:
+    sm = difflib.SequenceMatcher(None, a, b)
+    left, right = [], []
+    for op, i1, i2, j1, j2 in sm.get_opcodes():
+        if op == "equal":
+            chunk = html.escape(a[i1:i2])
+            left.append(chunk)
+            right.append(chunk)
+        elif op == "replace":
+            left.append(f'{html.escape(a[i1:i2])}')
+            right.append(f'{html.escape(b[j1:j2])}')
+        elif op == "delete":
+            left.append(f'{html.escape(a[i1:i2])}')
+        else:
+            right.append(f'{html.escape(b[j1:j2])}')
+    return "".join(left), "".join(right)
+
+
+def build_comparison(original_tree: Node, adapted_tree: Node, title: str) -> str:
+    orig = collect_blocks(original_tree)
+    adap = collect_blocks(adapted_tree)
+    sm = difflib.SequenceMatcher(None, orig, adap)
+    rows = []
+    for op, i1, i2, j1, j2 in sm.get_opcodes():
+        if op == "equal":
+            for a, b in zip(orig[i1:i2], adap[j1:j2]):
+                rows.append((html.escape(a), html.escape(b)))
+        elif op == "replace":
+            a_chunks, b_chunks = _diff_cells(orig[i1], adap[j1])
+            rows.append((a_chunks, b_chunks))
+            for a in orig[i1 + 1:i2]:
+                rows.append((f'{html.escape(a)}', ""))
+            for b in adap[j1 + 1:j2]:
+                rows.append(("", f'{html.escape(b)}'))
+        elif op == "delete":
+            for a in orig[i1:i2]:
+                rows.append((f'{html.escape(a)}', ""))
+        else:
+            for b in adap[j1:j2]:
+                rows.append(("", f'{html.escape(b)}'))
+    body = "\n".join(
+        f"{l}{r}"
+        for l, r in rows
+    )
+    return f"""
+
+
+
+
+{html.escape(title)} - side by side
+
+
+
+
      {html.escape(title)} - side by side
      
+
      Original (left) vs adapted (right). Removed: red strikethrough, added: green.
      
+
+
+{body}
+
      OriginalAdapted
      
+
+
+"""
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/adapter/docx_io.py b/use-cases/Nojhi3/cjk-typography-adapter/adapter/docx_io.py
new file mode 100644
index 00000000..753eccd6
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/adapter/docx_io.py
@@ -0,0 +1,171 @@
+from docx import Document
+from docx.enum.table import WD_TABLE_ALIGNMENT
+from docx.enum.text import WD_ALIGN_PARAGRAPH
+from docx.oxml import OxmlElement
+from docx.oxml.ns import qn
+from docx.shared import Mm, Pt, RGBColor
+
+from .htmltree import Node, collect_plain_text
+
+LINK_BLUE = RGBColor(0x05, 0x63, 0xC1)
+HEADING_SIZE = {"h1": 16, "h2": 14, "h3": 12, "h4": 11, "h5": 11, "h6": 11}
+
+
+def _set_east_asia(style_or_run, font: str) -> None:
+    rpr = style_or_run._element.get_or_add_rPr()
+    rfonts = rpr.get_or_add_rFonts()
+    rfonts.set(qn("w:eastAsia"), font)
+
+
+def _configure_styles(doc: Document, profile) -> None:
+    normal = doc.styles["Normal"]
+    normal.font.name = profile.latin_primary
+    normal.font.size = Pt(profile.body_size_pt)
+    _set_east_asia(normal, profile.cjk_body_font)
+    pf = normal.paragraph_format
+    pf.line_spacing = profile.line_spacing
+    pf.space_after = Pt(profile.paragraph_spacing_pt)
+    pf.alignment = getattr(WD_ALIGN_PARAGRAPH, profile.text_align.upper())
+    lang = OxmlElement("w:lang")
+    lang.set(qn("w:val"), "en-US")
+    lang.set(qn("w:eastAsia"), profile.lang)
+    normal.element.get_or_add_rPr().append(lang)
+    for level, size in profile.heading_sizes_pt.items():
+        style = doc.styles[f"Heading {level[1]}"]
+        style.font.size = Pt(size)
+        style.font.name = profile.latin_primary
+        style.font.bold = profile.heading_bold
+        style.font.color.rgb = RGBColor(0, 0, 0)
+        _set_east_asia(style, profile.cjk_body_font)
+    settings = doc.settings.element
+    compat = OxmlElement("w:compat")
+    kinsoku = OxmlElement("w:kinsoku")
+    kinsoku.set(qn("w:val"), "1")
+    compat.append(kinsoku)
+    settings.append(compat)
+
+
+def _set_run(run, profile, bold: bool = False, italic: bool = False, size_pt=None) -> None:
+    run.font.name = profile.latin_primary
+    run.font.size = Pt(size_pt or profile.body_size_pt)
+    run.font.bold = bold
+    run.font.italic = italic
+    _set_east_asia(run, profile.cjk_body_font)
+
+
+def _add_text_runs(paragraph, node: Node, profile, bold: bool = False, italic: bool = False) -> None:
+    for child in node.children:
+        if isinstance(child, str):
+            run = paragraph.add_run(child)
+            _set_run(run, profile, bold=bold, italic=italic)
+        elif child.tag == "strong":
+            _add_text_runs(paragraph, child, profile, bold=True, italic=italic)
+        elif child.tag == "em":
+            _add_text_runs(paragraph, child, profile, bold=bold, italic=True)
+        elif child.tag == "code":
+            run = paragraph.add_run(collect_plain_text(child))
+            _set_run(run, profile, bold=bold)
+            run.font.name = "Consolas"
+        elif child.tag == "a":
+            run = paragraph.add_run(collect_plain_text(child))
+            _set_run(run, profile, bold=bold)
+            run.font.color.rgb = LINK_BLUE
+            run.font.underline = True
+        elif child.tag == "br":
+            paragraph.add_run().add_break()
+        else:
+            _add_text_runs(paragraph, child, profile, bold=bold, italic=italic)
+
+
+def _add_bottom_border(paragraph) -> None:
+    ppr = paragraph._p.get_or_add_pPr()
+    pbdr = OxmlElement("w:pBdr")
+    bottom = OxmlElement("w:bottom")
+    bottom.set(qn("w:val"), "single")
+    bottom.set(qn("w:sz"), "8")
+    bottom.set(qn("w:space"), "1")
+    bottom.set(qn("w:color"), "333333")
+    pbdr.append(bottom)
+    ppr.append(pbdr)
+
+
+def _walk_blocks(doc: Document, node: Node, profile) -> None:
+    for child in node.children:
+        if not isinstance(child, Node):
+            continue
+        tag = child.tag
+        if tag == "p":
+            paragraph = doc.add_paragraph()
+            _add_text_runs(paragraph, child, profile)
+        elif tag.startswith("h") and len(tag) == 2 and tag[1].isdigit():
+            level = int(tag[1])
+            paragraph = doc.add_paragraph(style=f"Heading {level}")
+            _add_text_runs(paragraph, child, profile, bold=profile.heading_bold)
+        elif tag == "ul":
+            _walk_list(doc, child, profile, ordered=False)
+        elif tag == "ol":
+            _walk_list(doc, child, profile, ordered=True)
+        elif tag == "blockquote":
+            paragraph = doc.add_paragraph()
+            paragraph.paragraph_format.left_indent = Pt(24)
+            _add_text_runs(paragraph, child, profile)
+        elif tag == "hr":
+            paragraph = doc.add_paragraph()
+            _add_bottom_border(paragraph)
+        elif tag == "table":
+            _walk_table(doc, child, profile)
+        elif tag in ("div", "section", "article", "main", "body", "html", "head", "style", "script"):
+            _walk_blocks(doc, child, profile)
+        elif tag == "pre":
+            paragraph = doc.add_paragraph()
+            run = paragraph.add_run(collect_plain_text(child))
+            _set_run(run, profile)
+            run.font.name = "Consolas"
+
+
+def _walk_list(doc: Document, node: Node, profile, ordered: bool) -> None:
+    style_name = "List Number" if ordered else "List Bullet"
+    for child in node.children:
+        if isinstance(child, Node) and child.tag == "li":
+            paragraph = doc.add_paragraph(style=style_name)
+            _add_text_runs(paragraph, child, profile)
+        elif isinstance(child, Node) and child.tag in ("ul", "ol"):
+            _walk_list(doc, child, profile, ordered=(child.tag == "ol"))
+
+
+def _walk_table(doc: Document, node: Node, profile) -> None:
+    rows = []
+    for tr in node.children:
+        if isinstance(tr, Node) and tr.tag == "tr":
+            cells = []
+            for cell in tr.children:
+                if isinstance(cell, Node) and cell.tag in ("td", "th"):
+                    cells.append(collect_plain_text(cell))
+            rows.append(cells)
+    if not rows:
+        return
+    ncols = max(len(r) for r in rows)
+    table = doc.add_table(rows=len(rows), cols=ncols)
+    table.style = "Table Grid"
+    table.alignment = WD_TABLE_ALIGNMENT.CENTER
+    for ri, row in enumerate(rows):
+        for ci, cell_text in enumerate(row):
+            cell = table.cell(ri, ci)
+            cell.paragraphs[0].text = ""
+            run = cell.paragraphs[0].add_run(cell_text)
+            _set_run(run, profile, bold=(ri == 0))
+
+
+def render_docx(tree: Node, profile, out_path) -> None:
+    doc = Document()
+    section = doc.sections[0]
+    p = profile.page
+    section.page_width = Mm(p["width_mm"])
+    section.page_height = Mm(p["height_mm"])
+    section.top_margin = Mm(p["margin_top_mm"])
+    section.bottom_margin = Mm(p["margin_bottom_mm"])
+    section.left_margin = Mm(p["margin_left_mm"])
+    section.right_margin = Mm(p["margin_right_mm"])
+    _configure_styles(doc, profile)
+    _walk_blocks(doc, tree, profile)
+    doc.save(out_path)
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/adapter/htmltree.py b/use-cases/Nojhi3/cjk-typography-adapter/adapter/htmltree.py
new file mode 100644
index 00000000..64746cbf
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/adapter/htmltree.py
@@ -0,0 +1,162 @@
+import html
+from html.parser import HTMLParser
+
+from .text import apply_text_rules
+
+VOID_ELEMENTS = {
+    "area", "base", "br", "col", "embed", "hr", "img", "input",
+    "link", "meta", "param", "source", "track", "wbr",
+}
+SKIP_TEXT = {"script", "style", "pre", "code", "textarea"}
+BLOCK_TAGS = {"p", "h1", "h2", "h3", "h4", "h5", "h6", "li", "th", "td", "blockquote"}
+
+
+class Node:
+    __slots__ = ("tag", "attrs", "children", "doctype")
+
+    def __init__(self, tag: str, attrs: dict | None = None, children=None):
+        self.tag = tag
+        self.attrs = attrs or {}
+        self.children = children if children is not None else []
+        self.doctype = None
+
+    def __repr__(self) -> str:
+        return f"<{self.tag} {self.attrs} {len(self.children)} children>"
+
+
+class _TreeBuilder(HTMLParser):
+    def __init__(self):
+        super().__init__(convert_charrefs=True)
+        self.root = Node("html")
+        self.stack = [self.root]
+
+    def handle_starttag(self, tag, attrs):
+        node = Node(tag, dict(attrs))
+        self.stack[-1].children.append(node)
+        if tag not in VOID_ELEMENTS:
+            self.stack.append(node)
+
+    def handle_startendtag(self, tag, attrs):
+        self.stack[-1].children.append(Node(tag, dict(attrs)))
+
+    def handle_endtag(self, tag):
+        for i in range(len(self.stack) - 1, 0, -1):
+            if self.stack[i].tag == tag:
+                del self.stack[i:]
+                break
+
+    def handle_data(self, data):
+        if data:
+            self.stack[-1].children.append(data)
+
+    def handle_decl(self, decl):
+        if decl.strip().lower().startswith("doctype"):
+            self.root.doctype = f""
+
+
+def parse_html(text: str) -> Node:
+    builder = _TreeBuilder()
+    builder.feed(text)
+    return builder.root
+
+
+def serialize(node: Node) -> str:
+    if isinstance(node, str):
+        return html.escape(node, quote=False)
+    attrs = "".join(f' {k}="{html.escape(v, quote=True)}"' for k, v in node.attrs.items())
+    if node.tag in VOID_ELEMENTS:
+        return f"<{node.tag}{attrs}>"
+    inner = "".join(serialize(c) for c in node.children)
+    prefix = f"{node.doctype}\n" if node.doctype else ""
+    return f"{prefix}<{node.tag}{attrs}>{inner}"
+
+
+def walk(node: Node):
+    yield node
+    for child in node.children:
+        if isinstance(child, Node):
+            yield from walk(child)
+
+
+def apply_text_rules_to_tree(tree: Node, profile, stats) -> None:
+    def visit(node: Node, skip_depth: int) -> None:
+        for idx, child in enumerate(node.children):
+            if isinstance(child, str):
+                if skip_depth == 0 and child.strip():
+                    new_text, node_stats = apply_text_rules(child, profile)
+                    if new_text != child:
+                        node.children[idx] = new_text
+                    for key in stats:
+                        stats[key]["count"] += node_stats[key]["count"]
+                        remaining = 8 - len(stats[key]["samples"])
+                        stats[key]["samples"].extend(node_stats[key]["samples"][:remaining])
+            elif child.tag in SKIP_TEXT:
+                visit(child, skip_depth + 1)
+            else:
+                visit(child, skip_depth)
+
+    visit(tree, 0)
+
+
+def build_css(profile) -> str:
+    p = profile.page
+    css = [
+        "@page {",
+        f"  size: {p['width_mm']}mm {p['height_mm']}mm;",
+        f"  margin: {p['margin_top_mm']}mm {p['margin_right_mm']}mm {p['margin_bottom_mm']}mm {p['margin_left_mm']}mm;",
+        "}",
+        f"body {{ font-family: {profile.body_font}, {profile.latin_font};"
+        f" font-size: {profile.body_size_pt}pt; line-height: {profile.line_spacing};"
+        f" text-align: {profile.text_align}; }}",
+        f"h1, h2, h3, h4, h5, h6 {{ font-family: {profile.heading_font}, {profile.latin_font};"
+        f"{' font-weight: bold;' if profile.heading_bold else ''} }}",
+        f"p {{ margin: {profile.paragraph_spacing_pt}pt 0; }}",
+        "table { border-collapse: collapse; width: 100%; }",
+        "th, td { border: 0.75pt solid #333; padding: 4pt 6pt; }",
+        "th { font-family: " + profile.heading_font + "; }",
+        profile.css_extra,
+    ]
+    return "\n".join(css)
+
+
+def apply_html_structure(tree: Node, profile) -> None:
+    tree.attrs["lang"] = profile.lang
+    style = Node("style", children=["\n" + build_css(profile) + "\n"])
+    head = next((n for n in tree.children if isinstance(n, Node) and n.tag == "head"), None)
+    if head is None:
+        head = Node("head")
+        tree.children.insert(0, head)
+    head.children.append(style)
+    title = next((n for n in walk(tree) if isinstance(n, Node) and n.tag == "title"), None)
+    if title is None:
+        head.children.insert(0, Node("title", children=["Document"]))
+
+
+def collect_plain_text(node) -> str:
+    if isinstance(node, str):
+        return node
+    return "".join(collect_plain_text(c) for c in node.children)
+
+
+def collect_blocks(tree: Node) -> list[str]:
+    blocks = []
+    for node in walk(tree):
+        if isinstance(node, Node) and node.tag in BLOCK_TAGS:
+            text = collect_plain_text(node).strip()
+            if text:
+                blocks.append(text)
+    return blocks
+
+
+def find_title(tree: Node) -> str:
+    for node in walk(tree):
+        if isinstance(node, Node) and node.tag == "title":
+            text = collect_plain_text(node).strip()
+            if text:
+                return text
+    for node in walk(tree):
+        if isinstance(node, Node) and node.tag == "h1":
+            text = collect_plain_text(node).strip()
+            if text:
+                return text
+    return "Document"
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/adapter/markdown.py b/use-cases/Nojhi3/cjk-typography-adapter/adapter/markdown.py
new file mode 100644
index 00000000..197e0426
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/adapter/markdown.py
@@ -0,0 +1,139 @@
+import html
+import re
+
+_BOLD_RE = re.compile(r"\*\*(.+?)\*\*")
+_EM_RE = re.compile(r"(?\s?(.*)$")
+
+
+def _inline(text: str) -> str:
+    text = html.escape(text, quote=False)
+
+    def link(m: re.Match) -> str:
+        return f'{m.group(1)}'
+
+    text = _LINK_RE.sub(link, text)
+    text = _CODE_RE.sub(r"\1", text)
+    text = _BOLD_RE.sub(r"\1", text)
+    text = _EM_RE.sub(r"\1", text)
+    return text
+
+
+def _is_table_sep(line: str) -> bool:
+    if not line.strip().startswith("|"):
+        return False
+    cells = [c.strip() for c in line.strip().strip("|").split("|")]
+    return bool(cells) and all(re.fullmatch(r":?-{2,}:?", c) for c in cells)
+
+
+def _parse_table(rows: list[str]) -> str:
+    header = [c.strip() for c in rows[0].strip().strip("|").split("|")]
+    body = []
+    for row in rows[2:]:
+        cells = [c.strip() for c in row.strip().strip("|").split("|")]
+        body.append(cells)
+    out = [""]
+    for cell in header:
+        out.append(f"")
+    out.append("")
+    for cells in body:
+        out.append("")
+        for cell in cells:
+            out.append(f"")
+        out.append("")
+    out.append("
      {_inline(cell)}
      {_inline(cell)}
      ")
+    return "".join(out)
+
+
+def _parse_list(lines: list[str], start_idx: int) -> tuple[str, int]:
+    stack = []  # (indent, tag)
+    out = []
+    i = start_idx
+    while i < len(lines):
+        m = _LI_RE.match(lines[i])
+        if not m:
+            break
+        indent = len(m.group(1).replace("\t", "  "))
+        ordered = m.group(2)[0].isdigit()
+        tag = "ol" if ordered else "ul"
+        while stack and indent <= stack[-1][0]:
+            t, _ = stack.pop()
+            out.append(f"")
+        if not stack or (indent == stack[-1][0] and tag != stack[-1][1]):
+            if not stack:
+                stack.append((indent, tag))
+            else:
+                t, _ = stack.pop()
+                out.append(f"")
+                stack.append((indent, tag))
+            out.append(f"<{tag}>")
+        elif indent > stack[-1][0]:
+            stack.append((indent, tag))
+            out.append(f"<{tag}>")
+        out.append(f"
    4. {_inline(m.group(3))}
      5. ")
+        i += 1
+    while stack:
+        t, _ = stack.pop()
+        out.append(f"")
+    return "".join(out), i
+
+
+def md_to_html(text: str) -> str:
+    lines = text.splitlines()
+    out = []
+    i = 0
+    while i < len(lines):
+        line = lines[i]
+        stripped = line.strip()
+        if not stripped:
+            i += 1
+            continue
+        if stripped.startswith("```"):
+            fence = []
+            i += 1
+            while i < len(lines) and not lines[i].strip().startswith("```"):
+                fence.append(lines[i])
+                i += 1
+            i += 1
+            out.append("
      " + html.escape("\n".join(fence), quote=False) + "
      ")
+            continue
+        m = _HEADING_RE.match(line)
+        if m:
+            level = len(m.group(1))
+            out.append(f"{_inline(m.group(2))}")
+            i += 1
+            continue
+        if _HR_RE.match(line):
+            out.append("
      ")
+            i += 1
+            continue
+        if _QUOTE_RE.match(line):
+            quote = []
+            while i < len(lines) and _QUOTE_RE.match(lines[i]):
+                quote.append(_QUOTE_RE.match(lines[i]).group(1))
+                i += 1
+            out.append("
      " + "
      ".join(_inline(q) for q in quote) + "
      ")
+            continue
+        if line.strip().startswith("|") and i + 1 < len(lines) and _is_table_sep(lines[i + 1]):
+            rows = []
+            while i < len(lines) and lines[i].strip().startswith("|"):
+                rows.append(lines[i])
+                i += 1
+            out.append(_parse_table(rows))
+            continue
+        if _LI_RE.match(line):
+            block, i = _parse_list(lines, i)
+            out.append(block)
+            continue
+        para = [line]
+        i += 1
+        while i < len(lines) and lines[i].strip():
+            para.append(lines[i])
+            i += 1
+        out.append("
      " + _inline(" ".join(p.strip() for p in para)) + "
      ")
+    return "".join(out)
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/adapter/pipeline.py b/use-cases/Nojhi3/cjk-typography-adapter/adapter/pipeline.py
new file mode 100644
index 00000000..bc56b8a8
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/adapter/pipeline.py
@@ -0,0 +1,80 @@
+import json
+from dataclasses import dataclass, field
+from pathlib import Path
+
+from . import htmltree, markdown
+from .checklist import build_checklist_data, render_checklist_md
+from .compare import build_comparison
+from .docx_io import render_docx
+from .profile import Profile, load_profile
+from .text import _new_stats
+
+
+@dataclass
+class AdaptResult:
+    out_html: Path
+    out_docx: Path | None
+    comparison_html: Path
+    checklist_json: Path
+    checklist_md: Path
+    profile: Profile
+    stats: dict = field(default_factory=dict)
+    title: str = ""
+
+
+def _parse_input(raw: str, suffix: str) -> htmltree.Node:
+    if suffix == ".md":
+        return htmltree.parse_html(markdown.md_to_html(raw))
+    return htmltree.parse_html(raw)
+
+
+def adapt(
+    input_path: str | Path,
+    locale: str = "ja",
+    out_dir: str | Path = "out",
+    formats=("html", "docx"),
+    reverse: bool = False,
+) -> AdaptResult:
+    input_path = Path(input_path)
+    out_dir = Path(out_dir)
+    out_dir.mkdir(parents=True, exist_ok=True)
+    profile = load_profile(locale, reverse)
+    raw = input_path.read_text(encoding="utf-8")
+    original = _parse_input(raw, input_path.suffix.lower())
+    tree = _parse_input(raw, input_path.suffix.lower())
+    stats = _new_stats()
+    htmltree.apply_text_rules_to_tree(tree, profile, stats)
+    htmltree.apply_html_structure(tree, profile)
+    title = htmltree.find_title(original)
+
+    out_html = out_dir / "adapted.html"
+    out_html.write_text(htmltree.serialize(tree), encoding="utf-8")
+
+    out_docx = None
+    if "docx" in formats:
+        out_docx = out_dir / "adapted.docx"
+        render_docx(tree, profile, out_docx)
+
+    comparison_html = out_dir / "comparison.html"
+    comparison_html.write_text(
+        build_comparison(original, tree, title), encoding="utf-8"
+    )
+
+    data = build_checklist_data(profile, stats, htmltree.build_css(profile))
+    checklist_json = out_dir / "checklist.json"
+    checklist_json.write_text(
+        json.dumps(data, ensure_ascii=False, indent=2), encoding="utf-8"
+    )
+    checklist_md = out_dir / "checklist.md"
+    checklist_md.write_text(render_checklist_md(data), encoding="utf-8")
+
+    return AdaptResult(
+        out_html=out_html,
+        out_docx=out_docx,
+        comparison_html=comparison_html,
+        checklist_json=checklist_json,
+        checklist_md=checklist_md,
+        profile=profile,
+        stats=stats,
+        title=title,
+    )
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/adapter/profile.py b/use-cases/Nojhi3/cjk-typography-adapter/adapter/profile.py
new file mode 100644
index 00000000..b39ee054
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/adapter/profile.py
@@ -0,0 +1,61 @@
+import json
+from dataclasses import dataclass, fields
+from pathlib import Path
+
+PROFILES_DIR = Path(__file__).resolve().parent.parent / "profiles"
+
+LOCALES = ("ja", "zh-CN", "zh-TW", "ko")
+
+
+@dataclass
+class Profile:
+    name: str
+    label: str
+    direction: str
+    lang: str
+    body_font: str
+    heading_font: str
+    latin_font: str
+    body_size_pt: float
+    heading_sizes_pt: dict
+    heading_bold: bool
+    line_spacing: float
+    paragraph_spacing_pt: float
+    text_align: str
+    page: dict
+    punctuation_map: dict
+    quote_map: dict
+    thin_space: str
+    kinsoku_no_line_start: str
+    kinsoku_no_line_end: str
+    css_extra: str
+    remove_thin_spaces: bool = False
+
+    @property
+    def cjk_body_font(self) -> str:
+        for part in self.body_font.split(","):
+            part = part.strip().strip("'\"")
+            if part and part not in ("serif", "sans-serif"):
+                return part
+        return self.body_font
+
+    @property
+    def latin_primary(self) -> str:
+        for part in self.latin_font.split(","):
+            part = part.strip().strip("'\"")
+            if part and part not in ("serif", "sans-serif"):
+                return part
+        return self.latin_font
+
+
+def load_profile(locale: str, reverse: bool = False) -> Profile:
+    if reverse:
+        locale = "en"
+    if locale not in LOCALES and locale != "en":
+        raise ValueError(f"unknown locale {locale!r}; expected one of {LOCALES}")
+    path = PROFILES_DIR / f"{locale}.json"
+    with open(path, encoding="utf-8") as fh:
+        data = json.load(fh)
+    valid = {f.name for f in fields(Profile)}
+    kwargs = {k: v for k, v in data.items() if k in valid}
+    return Profile(**kwargs)
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/adapter/text.py b/use-cases/Nojhi3/cjk-typography-adapter/adapter/text.py
new file mode 100644
index 00000000..8d1a8bba
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/adapter/text.py
@@ -0,0 +1,168 @@
+import re
+
+from .profile import Profile
+
+_CJK_TEXT_CLASS = r"[\u3040-\u30ff\u3400-\u4dbf\u4e00-\u9fff\uf900-\ufaff\uac00-\ud7af]"
+_CJK_CLASS = r"[\u3040-\u30ff\u3400-\u4dbf\u4e00-\u9fff\uf900-\ufaff\uac00-\ud7af\u3000-\u303f\uff00-\uffef]"
+_LATIN_CLASS = r"[A-Za-z0-9]"
+_CJK_TEXT_RE = re.compile(_CJK_TEXT_CLASS)
+_CJK_RE = re.compile(_CJK_CLASS)
+_LATIN_RE = re.compile(r"[A-Za-z]")
+_DIGIT_RE = re.compile(r"[0-9]")
+_SPACE_RE = re.compile(r"[ \t\u3000\u2009\u00a0\r\n]")
+
+_FULLWIDTH_TRANS = str.maketrans(
+    "０１２３４５６７８９ＡＢＣＤＥＦＧＨＩＪＫＬＭＮＯＰＱＲＳＴＵＶＷＸＹＺａｂｃｄｅｆｇｈｉｊｋｌｍｎｏｐｑｒｓｔｕｖｗｘｙｚ",
+    "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz",
+)
+_FULLWIDTH_SET = set("０１２３４５６７８９ＡＢＣＤＥＦＧＨＩＪＫＬＭＮＯＰＱＲＳＴＵＶＷＸＹＺａｂｃｄｅｆｇｈｉｊｋｌｍｎｏｐｑｒｓｔｕｖｗｘｙｚ")
+
+_SAMPLE_LIMIT = 8
+
+
+def is_cjk(ch: str) -> bool:
+    return bool(_CJK_RE.match(ch))
+
+
+def is_cjk_text(ch: str) -> bool:
+    return bool(_CJK_TEXT_RE.match(ch))
+
+
+def is_latin(ch: str) -> bool:
+    return bool(_LATIN_RE.match(ch))
+
+
+def is_digit(ch: str) -> bool:
+    return bool(_DIGIT_RE.match(ch))
+
+
+def is_space(ch: str) -> bool:
+    return bool(_SPACE_RE.match(ch))
+
+
+def _needs_thin_space(a: str, b: str) -> bool:
+    a_cjk, b_cjk = is_cjk_text(a), is_cjk_text(b)
+    a_lat, b_lat = is_latin(a) or is_digit(a), is_latin(b) or is_digit(b)
+    return (a_cjk and b_lat) or (a_lat and b_cjk)
+
+
+def _new_stats() -> dict:
+    return {k: {"count": 0, "samples": []} for k in
+            ("punctuation", "quotes", "thin_spaces", "kinsoku", "halfwidth")}
+
+
+def _record(stats: dict, key: str, before: str, after: str) -> None:
+    stats[key]["count"] += 1
+    if len(stats[key]["samples"]) < _SAMPLE_LIMIT:
+        stats[key]["samples"].append([before, after])
+
+
+def _subst_punctuation(text: str, profile: Profile, stats: dict) -> str:
+    punc = profile.punctuation_map
+    if not punc:
+        return text
+    n = len(text)
+    out = []
+    for i, ch in enumerate(text):
+        if ch not in punc:
+            out.append(ch)
+            continue
+        prv = next((text[j] for j in range(i - 1, -1, -1) if not is_space(text[j])), None)
+        nxt = next((text[j] for j in range(i + 1, n) if not is_space(text[j])), None)
+        adjacent_cjk = (prv is not None and is_cjk(prv)) or (nxt is not None and is_cjk(nxt))
+        end_of_run = nxt is None
+        if ch in ",:":
+            if adjacent_cjk:
+                out.append(punc[ch])
+                _record(stats, "punctuation", ch, punc[ch])
+            else:
+                out.append(ch)
+        elif ch in "()（）":
+            out.append(punc[ch])
+            _record(stats, "punctuation", ch, punc[ch])
+        elif adjacent_cjk or end_of_run:
+            out.append(punc[ch])
+            _record(stats, "punctuation", ch, punc[ch])
+        else:
+            out.append(ch)
+    return "".join(out)
+
+
+def _subst_quotes(text: str, profile: Profile, stats: dict) -> str:
+    q = profile.quote_map
+    fullwidth = "\u201c\u201d\u300c\u300d"
+    open_state = True
+    out = []
+    for ch in text:
+        if ch == '"' or (profile.direction == "cjk-to-latin" and ch in fullwidth):
+            out.append(q["open"] if open_state else q["close"])
+            open_state = not open_state
+            _record(stats, "quotes", ch, out[-1])
+        else:
+            out.append(ch)
+    return "".join(out)
+
+
+def _thin_spaces(text: str, profile: Profile, stats: dict) -> str:
+    if profile.remove_thin_spaces:
+        for m in re.finditer(re.escape(profile.thin_space), text):
+            _record(stats, "thin_spaces", m.group(0), "")
+        return text.replace(profile.thin_space, "")
+    ts = profile.thin_space
+
+    def _space_boundary(m: re.Match) -> str:
+        a, b = m.group(1), m.group(2)
+        if _needs_thin_space(a, b):
+            _record(stats, "thin_spaces", m.group(0), a + ts + b)
+            return a + ts + b
+        return a + " " + b
+
+    text = re.sub(
+        r"(" + _CJK_CLASS + r"|" + _LATIN_CLASS + r")[ \t\u00a0]+(" + _LATIN_CLASS + r"|" + _CJK_CLASS + r")",
+        _space_boundary,
+        text,
+    )
+    out = []
+    for i, ch in enumerate(text):
+        out.append(ch)
+        if i + 1 < len(text) and _needs_thin_space(ch, text[i + 1]):
+            out.append(ts)
+            _record(stats, "thin_spaces", ch + text[i + 1], ch + ts + text[i + 1])
+    return "".join(out)
+
+
+def _kinsoku_attach(text: str, profile: Profile, stats: dict) -> str:
+    opening = re.escape(profile.kinsoku_no_line_end)
+    closing = re.escape(profile.kinsoku_no_line_start)
+    if not opening and not closing:
+        return text
+    for m in re.finditer(r"[" + opening + r"][ \t\u3000\u2009\r\n]+" if opening else r"(?!x)x", text):
+        _record(stats, "kinsoku", m.group(0), m.group(0)[0])
+    text = re.sub(r"([" + opening + r"])[ \t\u3000\u2009\r\n]+", r"\1", text) if opening else text
+    for m in re.finditer(r"[ \t\u3000\u2009\r\n]+[" + closing + r"]" if closing else r"(?!x)x", text):
+        _record(stats, "kinsoku", m.group(0), m.group(0)[-1])
+    text = re.sub(r"[ \t\u3000\u2009\r\n]+([" + closing + r"])", r"\1", text) if closing else text
+    return text
+
+
+def _halfwidth_convert(text: str, profile: Profile, stats: dict) -> str:
+    if profile.direction != "cjk-to-latin":
+        return text
+    out = []
+    for ch in text:
+        if ch in _FULLWIDTH_SET:
+            out.append(ch.translate(_FULLWIDTH_TRANS))
+            _record(stats, "halfwidth", ch, out[-1])
+        else:
+            out.append(ch)
+    return "".join(out)
+
+
+def apply_text_rules(text: str, profile: Profile) -> tuple[str, dict]:
+    stats = _new_stats()
+    text = _halfwidth_convert(text, profile, stats)
+    text = _subst_punctuation(text, profile, stats)
+    text = _subst_quotes(text, profile, stats)
+    text = _kinsoku_attach(text, profile, stats)
+    text = _thin_spaces(text, profile, stats)
+    return text, stats
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/cli.py b/use-cases/Nojhi3/cjk-typography-adapter/cli.py
new file mode 100644
index 00000000..1930520b
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/cli.py
@@ -0,0 +1,6 @@
+import sys
+
+from adapter.cli import main
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/conftest.py b/use-cases/Nojhi3/cjk-typography-adapter/conftest.py
new file mode 100644
index 00000000..e69de29b
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/data/sample/sample.html b/use-cases/Nojhi3/cjk-typography-adapter/data/sample/sample.html
new file mode 100644
index 00000000..429e932e
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/data/sample/sample.html
@@ -0,0 +1,32 @@
+
+
+
+
+Service Agreement - Northwind Corp & Pacific Traders
+
+
+
      Service Agreement
      
+
      This agreement is made on March 15, 2026 between Northwind Corp ("the Provider") and Pacific Traders ("the Client").
      
+
      1. Term and fees
      
+
      The initial term is 12 months. The monthly fee is $29 per user, and the first 10 GB of storage is included. 超過分は 10 GB ごとに $2 です (subject to annual renewal).
      
+
      2. Service levels
      
+
        
+
      • Uptime target: 99.9%, measured quarterly.
        • 
+
      • Support response within 2 business hours for critical issues (P1).
        • 
+
      • Quarterly forecast review, delivered by Friday of the last month.
        • 
+
      • 備考（ 別紙参照 ）。
        • 
+
      
+
      3. Pricing
      
+
+
+
+
+
+
      PlanMonthly feeStorage
      Starter$195 GB
      Business$2910 GB
      Enterprise$5950 GB
      
+
      Fees are quoted in USD. All amounts are exclusive of VAT (8.25%).
      
+
      4. Terms & conditions
      
+
      The Provider offers the service "as is" with no express warranty. The Client agrees that: (a) data is retained for 30 days after termination; (b) the Provider may revise these terms with 60 days notice.
      
+
      "This document is governed by the laws of Delaware."
      
+
      Contact: billing@northwind.example - tel: +1 (555) 010-2030.
      
+
+
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/data/sample/sample.md b/use-cases/Nojhi3/cjk-typography-adapter/data/sample/sample.md
new file mode 100644
index 00000000..6e38fbb5
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/data/sample/sample.md
@@ -0,0 +1,32 @@
+# Service Agreement
+
+This agreement is made on March 15, 2026 between Northwind Corp ("the Provider") and Pacific Traders ("the Client").
+
+## 1. Term and fees
+
+The initial term is 12 months. The monthly fee is $29 per user, and the first 10 GB of storage is included. 超過分は 10 GB ごとに $2 です (subject to annual renewal).
+
+## 2. Service levels
+
+- Uptime target: 99.9%, measured quarterly.
+- Support response within 2 business hours for critical issues (P1).
+- Quarterly forecast review, delivered by Friday of the last month.
+- 備考（ 別紙参照 ）。
+
+## 3. Pricing
+
+| Plan | Monthly fee | Storage |
+| --- | --- | --- |
+| Starter | $19 | 5 GB |
+| Business | $29 | 10 GB |
+| Enterprise | $59 | 50 GB |
+
+Fees are quoted in USD. All amounts are exclusive of VAT (8.25%).
+
+## 4. Terms & conditions
+
+The Provider offers the service "as is" with no express warranty. The Client agrees that: (a) data is retained for 30 days after termination; (b) the Provider may revise these terms with 60 days notice.
+
+> "This document is governed by the laws of Delaware."
+
+Contact: billing@northwind.example - tel: +1 (555) 010-2030.
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/profiles/en.json b/use-cases/Nojhi3/cjk-typography-adapter/profiles/en.json
new file mode 100644
index 00000000..51658b5a
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/profiles/en.json
@@ -0,0 +1,31 @@
+{
+  "name": "en",
+  "label": "Western (Latin)",
+  "direction": "cjk-to-latin",
+  "lang": "en",
+  "body_font": "'Calibri', 'Arial', sans-serif",
+  "heading_font": "'Calibri', 'Arial', sans-serif",
+  "latin_font": "'Calibri', 'Arial', sans-serif",
+  "body_size_pt": 11,
+  "heading_sizes_pt": {"h1": 16, "h2": 14, "h3": 12, "h4": 11, "h5": 11, "h6": 11},
+  "heading_bold": true,
+  "line_spacing": 1.15,
+  "paragraph_spacing_pt": 8,
+  "text_align": "left",
+  "page": {
+    "width_mm": 210, "height_mm": 297,
+    "margin_top_mm": 25, "margin_bottom_mm": 25,
+    "margin_left_mm": 25, "margin_right_mm": 25
+  },
+  "punctuation_map": {
+    "\u3001": ",", "\u3002": ".", "\uff01": "!", "\uff1f": "?",
+    "\uff1a": ":", "\uff1b": ";", "\uff08": "(", "\uff09": ")",
+    "\uff0c": ","
+  },
+  "quote_map": {"open": "\"", "close": "\""},
+  "thin_space": "\u2009",
+  "remove_thin_spaces": true,
+  "kinsoku_no_line_start": "",
+  "kinsoku_no_line_end": "",
+  "css_extra": "p, li, td, th { line-break: auto; }"
+}
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/profiles/ja.json b/use-cases/Nojhi3/cjk-typography-adapter/profiles/ja.json
new file mode 100644
index 00000000..9db3cc35
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/profiles/ja.json
@@ -0,0 +1,29 @@
+{
+  "name": "ja",
+  "label": "Japanese",
+  "direction": "latin-to-cjk",
+  "lang": "ja",
+  "body_font": "'Yu Mincho', 'Hiragino Mincho ProN', 'MS Mincho', serif",
+  "heading_font": "'Yu Gothic', 'Hiragino Kaku Gothic ProN', 'MS Gothic', sans-serif",
+  "latin_font": "'Times New Roman', Georgia, serif",
+  "body_size_pt": 10.5,
+  "heading_sizes_pt": {"h1": 16, "h2": 14, "h3": 12, "h4": 11, "h5": 10.5, "h6": 10.5},
+  "heading_bold": false,
+  "line_spacing": 1.5,
+  "paragraph_spacing_pt": 6,
+  "text_align": "justify",
+  "page": {
+    "width_mm": 210, "height_mm": 297,
+    "margin_top_mm": 25, "margin_bottom_mm": 25,
+    "margin_left_mm": 20, "margin_right_mm": 20
+  },
+  "punctuation_map": {
+    ",": "\u3001", ".": "\u3002", "!": "\uff01", "?": "\uff1f",
+    ":": "\uff1a", ";": "\uff1b", "(": "\uff08", ")": "\uff09"
+  },
+  "quote_map": {"open": "\u300c", "close": "\u300d"},
+  "thin_space": "\u2009",
+  "kinsoku_no_line_start": "\u3001\u3002\uff01\uff1f\uff09\u300d\u300f\u201d\u300b",
+  "kinsoku_no_line_end": "\uff08\u300c\u300e\u201c\u300a",
+  "css_extra": "p, li, td, th { line-break: strict; word-break: normal; overflow-wrap: normal; }"
+}
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/profiles/ko.json b/use-cases/Nojhi3/cjk-typography-adapter/profiles/ko.json
new file mode 100644
index 00000000..0dcda4dd
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/profiles/ko.json
@@ -0,0 +1,26 @@
+{
+  "name": "ko",
+  "label": "Korean",
+  "direction": "latin-to-cjk",
+  "lang": "ko",
+  "body_font": "'Batang', 'Nanum Myeongjo', serif",
+  "heading_font": "'Malgun Gothic', 'Nanum Gothic', sans-serif",
+  "latin_font": "'Times New Roman', serif",
+  "body_size_pt": 10,
+  "heading_sizes_pt": {"h1": 15, "h2": 13, "h3": 11, "h4": 10.5, "h5": 10, "h6": 10},
+  "heading_bold": true,
+  "line_spacing": 1.6,
+  "paragraph_spacing_pt": 6,
+  "text_align": "justify",
+  "page": {
+    "width_mm": 210, "height_mm": 297,
+    "margin_top_mm": 25, "margin_bottom_mm": 25,
+    "margin_left_mm": 25, "margin_right_mm": 25
+  },
+  "punctuation_map": {},
+  "quote_map": {"open": "\u201c", "close": "\u201d"},
+  "thin_space": "\u2009",
+  "kinsoku_no_line_start": "\u201d\u300d\u300b\uff09\uff01\uff1f",
+  "kinsoku_no_line_end": "\u201c\u300c\u300a\uff08",
+  "css_extra": "p, li, td, th { line-break: strict; word-break: keep-all; overflow-wrap: normal; }"
+}
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/profiles/zh-CN.json b/use-cases/Nojhi3/cjk-typography-adapter/profiles/zh-CN.json
new file mode 100644
index 00000000..1be1e27e
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/profiles/zh-CN.json
@@ -0,0 +1,29 @@
+{
+  "name": "zh-CN",
+  "label": "Simplified Chinese",
+  "direction": "latin-to-cjk",
+  "lang": "zh-CN",
+  "body_font": "'SimSun', 'NSimSun', serif",
+  "heading_font": "'SimHei', 'Microsoft YaHei', sans-serif",
+  "latin_font": "'Times New Roman', serif",
+  "body_size_pt": 12,
+  "heading_sizes_pt": {"h1": 16, "h2": 14, "h3": 12, "h4": 12, "h5": 12, "h6": 12},
+  "heading_bold": true,
+  "line_spacing": 1.5,
+  "paragraph_spacing_pt": 6,
+  "text_align": "justify",
+  "page": {
+    "width_mm": 210, "height_mm": 297,
+    "margin_top_mm": 37, "margin_bottom_mm": 35,
+    "margin_left_mm": 28, "margin_right_mm": 26
+  },
+  "punctuation_map": {
+    ",": "\uff0c", ".": "\u3002", "!": "\uff01", "?": "\uff1f",
+    ":": "\uff1a", ";": "\uff1b", "(": "\uff08", ")": "\uff09"
+  },
+  "quote_map": {"open": "\u201c", "close": "\u201d"},
+  "thin_space": "\u2009",
+  "kinsoku_no_line_start": "\uff0c\u3002\uff01\uff1f\uff09\u201d\u300b\u300d",
+  "kinsoku_no_line_end": "\uff08\u201c\u300a\u300c",
+  "css_extra": "p, li, td, th { line-break: strict; word-break: keep-all; overflow-wrap: normal; }"
+}
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/profiles/zh-TW.json b/use-cases/Nojhi3/cjk-typography-adapter/profiles/zh-TW.json
new file mode 100644
index 00000000..991d0980
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/profiles/zh-TW.json
@@ -0,0 +1,29 @@
+{
+  "name": "zh-TW",
+  "label": "Traditional Chinese",
+  "direction": "latin-to-cjk",
+  "lang": "zh-TW",
+  "body_font": "'PMingLiU', 'MingLiU', serif",
+  "heading_font": "'LiHei Pro', 'Microsoft JhengHei', sans-serif",
+  "latin_font": "'Times New Roman', serif",
+  "body_size_pt": 12,
+  "heading_sizes_pt": {"h1": 16, "h2": 14, "h3": 12, "h4": 12, "h5": 12, "h6": 12},
+  "heading_bold": true,
+  "line_spacing": 1.5,
+  "paragraph_spacing_pt": 6,
+  "text_align": "justify",
+  "page": {
+    "width_mm": 210, "height_mm": 297,
+    "margin_top_mm": 25, "margin_bottom_mm": 25,
+    "margin_left_mm": 25, "margin_right_mm": 25
+  },
+  "punctuation_map": {
+    ",": "\uff0c", ".": "\u3002", "!": "\uff01", "?": "\uff1f",
+    ":": "\uff1a", ";": "\uff1b", "(": "\uff08", ")": "\uff09"
+  },
+  "quote_map": {"open": "\u201c", "close": "\u201d"},
+  "thin_space": "\u2009",
+  "kinsoku_no_line_start": "\uff0c\u3002\uff01\uff1f\uff09\u201d\u300b\u300d",
+  "kinsoku_no_line_end": "\uff08\u201c\u300a\u300c",
+  "css_extra": "p, li, td, th { line-break: strict; word-break: keep-all; overflow-wrap: normal; }"
+}
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/pytest.ini b/use-cases/Nojhi3/cjk-typography-adapter/pytest.ini
new file mode 100644
index 00000000..5ee64771
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/pytest.ini
@@ -0,0 +1,2 @@
+[pytest]
+testpaths = tests
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/requirements-dev.txt b/use-cases/Nojhi3/cjk-typography-adapter/requirements-dev.txt
new file mode 100644
index 00000000..69b3c429
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/requirements-dev.txt
@@ -0,0 +1,2 @@
+-r requirements.txt
+pytest>=8
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/requirements.txt b/use-cases/Nojhi3/cjk-typography-adapter/requirements.txt
new file mode 100644
index 00000000..925ac745
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/requirements.txt
@@ -0,0 +1 @@
+python-docx>=1.0
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/tests/test_docx_export.py b/use-cases/Nojhi3/cjk-typography-adapter/tests/test_docx_export.py
new file mode 100644
index 00000000..cd7818d4
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/tests/test_docx_export.py
@@ -0,0 +1,85 @@
+import pytest
+from docx import Document
+from docx.enum.text import WD_ALIGN_PARAGRAPH
+from docx.oxml.ns import qn
+from docx.shared import Mm, Pt
+from pathlib import Path
+
+from adapter.profile import load_profile
+from adapter.pipeline import adapt
+
+JA = load_profile("ja")
+SAMPLE = Path(__file__).parent.parent / "data" / "sample" / "sample.html"
+
+
+@pytest.fixture(scope="module")
+def out_dir(tmp_path_factory):
+    out = tmp_path_factory.mktemp("docx")
+    adapt(SAMPLE, locale="ja", out_dir=out)
+    return out
+
+
+def test_page_geometry(out_dir):
+    doc = Document(out_dir / "adapted.docx")
+    section = doc.sections[0]
+    assert section.page_width.twips == Mm(210).twips
+    assert section.page_height.twips == Mm(297).twips
+    assert section.top_margin.twips == Mm(25).twips
+    assert section.bottom_margin.twips == Mm(25).twips
+    assert section.left_margin.twips == Mm(20).twips
+    assert section.right_margin.twips == Mm(20).twips
+
+
+def test_normal_style_typography(out_dir):
+    doc = Document(out_dir / "adapted.docx")
+    normal = doc.styles["Normal"]
+    assert normal.font.size == Pt(10.5)
+    assert normal.font.name == "Times New Roman"
+    rfonts = normal.element.get_or_add_rPr().get_or_add_rFonts()
+    assert rfonts.get(qn("w:eastAsia")) == "Yu Mincho"
+    assert normal.paragraph_format.line_spacing == 1.5
+    assert normal.paragraph_format.alignment == WD_ALIGN_PARAGRAPH.JUSTIFY
+
+
+def test_language_set(out_dir):
+    doc = Document(out_dir / "adapted.docx")
+    xml = doc.styles["Normal"].element.get_or_add_rPr().xml
+    assert 'w:eastAsia="ja"' in xml or "ja-JP" in xml or 'w:eastAsia="ja-JP"' in xml
+
+
+def test_kinsoku_compat_set(out_dir):
+    doc = Document(out_dir / "adapted.docx")
+    xml = doc.settings.element.xml
+    assert "kinsoku" in xml
+
+
+def test_heading_style(out_dir):
+    doc = Document(out_dir / "adapted.docx")
+    h1 = doc.styles["Heading 1"]
+    assert h1.font.size == Pt(16)
+    assert h1.font.bold is False
+
+
+def test_body_text_adapted(out_dir):
+    doc = Document(out_dir / "adapted.docx")
+    text = "\n".join(p.text for p in doc.paragraphs)
+    assert "Budget review on Tuesday。" in text or "delivered by Friday of the last month。" in text
+    assert "（subject to annual renewal）。" in text
+    assert "「the Provider」" in text
+    assert "備考（別紙参照）。" in text
+
+
+def test_table_present_with_cells(out_dir):
+    doc = Document(out_dir / "adapted.docx")
+    assert len(doc.tables) == 1
+    table = doc.tables[0]
+    assert table.rows[0].cells[0].text == "Plan"
+    assert table.rows[2].cells[1].text == "$29"
+    assert table.rows[2].cells[2].text == "10 GB"
+
+
+def test_list_items(out_dir):
+    doc = Document(out_dir / "adapted.docx")
+    texts = [p.text for p in doc.paragraphs]
+    assert any("Uptime target: 99.9%, measured quarterly。" in t for t in texts)
+    assert any("critical issues （P1）。" in t for t in texts)
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/tests/test_html.py b/use-cases/Nojhi3/cjk-typography-adapter/tests/test_html.py
new file mode 100644
index 00000000..23e4557f
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/tests/test_html.py
@@ -0,0 +1,77 @@
+from adapter.htmltree import (
+    apply_html_structure,
+    apply_text_rules_to_tree,
+    collect_blocks,
+    find_title,
+    parse_html,
+    serialize,
+)
+from adapter.profile import load_profile
+from adapter.text import _new_stats
+
+JA = load_profile("ja")
+
+
+def test_lang_and_style_injected():
+    tree = parse_html("
      Hello.
      ")
+    apply_html_structure(tree, JA)
+    out = serialize(tree)
+    assert 'lang="ja"' in out
+    assert "@page" in out
+    assert "size: 210mm 297mm" in out
+    assert "margin: 25mm 20mm 25mm 20mm" in out
+    assert "line-break: strict" in out
+    assert "font-size: 10.5pt" in out
+
+
+def test_text_rules_applied_to_paragraphs():
+    tree = parse_html("
      Budget review on Tuesday.
      ")
+    stats = _new_stats()
+    apply_text_rules_to_tree(tree, JA, stats)
+    assert "Tuesday。" in serialize(tree)
+    assert stats["punctuation"]["count"] == 1
+
+
+def test_pre_and_code_untouched():
+    tree = parse_html(
+        "
      Hello.
      1, 2, 3. done.
      x = y."
+    )
+    stats = _new_stats()
+    apply_text_rules_to_tree(tree, JA, stats)
+    out = serialize(tree)
+    assert "1, 2, 3. done." in out
+    assert "x = y." in out
+    assert stats["punctuation"]["count"] == 1
+
+
+def test_entity_round_trip():
+    tree = parse_html("
      Northwind Corp & Pacific
      ")
+    assert serialize(tree) == "
      Northwind Corp & Pacific
      "
+
+
+def test_title_detection():
+    tree = parse_html("My Doc
      Hi.
      ")
+    assert find_title(tree) == "My Doc"
+
+
+def test_collect_blocks():
+    tree = parse_html(
+        "
      Title
      One. Two.
      • Item
      Cell
      "
+    )
+    assert collect_blocks(tree) == ["Title", "One. Two.", "Item", "Cell"]
+
+
+def test_serialize_escaping():
+    tree = parse_html('
      x < y
      ')
+    assert serialize(tree) == '
      x < y
      '
+
+
+def test_doctype_preserved():
+    tree = parse_html("
      Hi.
      ")
+    assert serialize(tree).startswith("")
+
+
+def test_fragment_gets_lang():
+    tree = parse_html("
      Just a paragraph.
      ")
+    apply_html_structure(tree, JA)
+    assert 'lang="ja"' in serialize(tree)
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/tests/test_markdown.py b/use-cases/Nojhi3/cjk-typography-adapter/tests/test_markdown.py
new file mode 100644
index 00000000..cb06a638
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/tests/test_markdown.py
@@ -0,0 +1,44 @@
+from adapter.markdown import md_to_html
+
+
+def test_headings_and_paragraph():
+    html = md_to_html("# Title\n\nHello world.")
+    assert "
      Title
      " in html
+    assert "
      Hello world.
      " in html
+
+
+def test_bold_italic_code_link():
+    html = md_to_html("**bold** and *em* and `code` and [link](https://example.com)")
+    assert "bold" in html
+    assert "em" in html
+    assert "code" in html
+    assert 'link' in html
+
+
+def test_list():
+    html = md_to_html("- one\n- two\n- three")
+    assert "
        " in html
+    assert html.count("
      • ") == 3
+
+
+def test_table():
+    html = md_to_html("| A | B |\n| --- | --- |\n| 1 | 2 |")
+    assert "" in html
+    assert "" in html
+    assert "" in html
+
+
+def test_blockquote_and_hr():
+    html = md_to_html("> quoted text\n\n---")
+    assert "
        quoted text
        " in html
+    assert "
        " in html
+
+
+def test_code_fence():
+    html = md_to_html("```\n1, 2, 3.\n```")
+    assert "
        1, 2, 3.
        " in html
+
+
+def test_special_chars_escaped():
+    html = md_to_html("a & b < c")
+    assert "a & b < c" in html
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/tests/test_pipeline.py b/use-cases/Nojhi3/cjk-typography-adapter/tests/test_pipeline.py
new file mode 100644
index 00000000..35f45e7f
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/tests/test_pipeline.py
@@ -0,0 +1,147 @@
+import json
+import re
+from pathlib import Path
+
+import pytest
+
+from adapter.cli import main
+from adapter.htmltree import collect_blocks, parse_html, serialize
+from adapter.pipeline import adapt
+
+PROJECT = Path(__file__).parent.parent
+SAMPLE_HTML = PROJECT / "data" / "sample" / "sample.html"
+SAMPLE_MD = PROJECT / "data" / "sample" / "sample.md"
+
+# Hand-computed expected rule counts for data/sample/sample.html under the ja profile.
+EXPECTED_JA = {"punctuation": 25, "quotes": 8, "thin_spaces": 3, "kinsoku": 2, "halfwidth": 0}
+
+
+def _checklist_counts(out_dir):
+    data = json.loads((out_dir / "checklist.json").read_text(encoding="utf-8"))
+    return {k: v["count"] for k, v in data["rules"].items()}
+
+
+def _target_char_counts(html_text, original_text):
+    def scan(text):
+        return {
+            "punctuation": sum(text.count(c) for c in "、。！？：；（）"),
+            "quotes": sum(text.count(c) for c in "「」"),
+            "thin_spaces": text.count("\u2009"),
+        }
+
+    after, before = scan(html_text), scan(original_text)
+    return {k: after[k] - before[k] for k in after}
+
+
+def test_adapt_html_outputs_exist(tmp_path):
+    result = adapt(SAMPLE_HTML, locale="ja", out_dir=tmp_path)
+    assert result.out_html.exists()
+    assert result.out_docx.exists()
+    assert result.comparison_html.exists()
+    assert result.checklist_json.exists()
+    assert result.checklist_md.exists()
+    assert result.out_html.read_text(encoding="utf-8").startswith("")
+
+
+def test_checklist_matches_hand_computed_counts(tmp_path):
+    adapt(SAMPLE_HTML, locale="ja", out_dir=tmp_path)
+    assert _checklist_counts(tmp_path) == EXPECTED_JA
+
+
+def test_checklist_matches_actual_changes_md(tmp_path):
+    adapt(SAMPLE_MD, locale="ja", out_dir=tmp_path)
+    adapted = (tmp_path / "adapted.html").read_text(encoding="utf-8")
+    original = SAMPLE_MD.read_text(encoding="utf-8")
+    counts = _checklist_counts(tmp_path)
+    actual = _target_char_counts(adapted, original)
+    assert counts["punctuation"] == actual["punctuation"]
+    assert counts["quotes"] == actual["quotes"]
+    assert counts["thin_spaces"] == actual["thin_spaces"]
+
+
+def test_adapted_content(tmp_path):
+    adapt(SAMPLE_HTML, locale="ja", out_dir=tmp_path)
+    html_text = (tmp_path / "adapted.html").read_text(encoding="utf-8")
+    assert 'lang="ja"' in html_text
+    assert "（subject to annual renewal）。" in html_text
+    assert "included。 超過分は" in html_text
+    assert "「the Provider」" in html_text
+    assert "10 GB\u2009ごとに" in html_text
+    assert "備考（別紙参照）。" in html_text
+    assert "@page" in html_text
+    assert "Terms & conditions" in html_text
+
+
+def test_comparison_contains_both_versions(tmp_path):
+    adapt(SAMPLE_HTML, locale="ja", out_dir=tmp_path)
+    comp = (tmp_path / "comparison.html").read_text(encoding="utf-8")
+    assert "Northwind Corp" in comp
+    assert "subject to annual renewal" in comp
+    assert "chg-ins" in comp
+
+
+def test_checklist_md_structure(tmp_path):
+    adapt(SAMPLE_HTML, locale="ja", out_dir=tmp_path)
+    md = (tmp_path / "checklist.md").read_text(encoding="utf-8")
+    assert "## Page geometry" in md
+    assert "## Rules applied" in md
+    assert "Punctuation substitution" in md
+    assert "## CSS emitted" in md
+
+
+def test_zh_profile_pipeline(tmp_path):
+    adapt(SAMPLE_HTML, locale="zh-CN", out_dir=tmp_path)
+    html_text = (tmp_path / "adapted.html").read_text(encoding="utf-8")
+    assert 'lang="zh-CN"' in html_text
+    assert "（subject to annual renewal）。" in html_text
+    assert "margin: 37mm 26mm 35mm 28mm" in html_text
+
+
+def test_ko_keeps_ascii_punct(tmp_path):
+    adapt(SAMPLE_HTML, locale="ko", out_dir=tmp_path)
+    html_text = (tmp_path / "adapted.html").read_text(encoding="utf-8")
+    assert 'lang="ko"' in html_text
+    assert "（subject to annual renewal）。" not in html_text
+    assert "10 GB ごとに" not in html_text
+
+
+def test_reverse_direction(tmp_path):
+    adapt(SAMPLE_HTML, locale="ja", out_dir=tmp_path / "ja")
+    adapt(tmp_path / "ja" / "adapted.html", locale="ja", reverse=True, out_dir=tmp_path / "en")
+    data = json.loads((tmp_path / "en" / "checklist.json").read_text(encoding="utf-8"))
+    assert data["direction"] == "cjk-to-latin"
+    html_text = (tmp_path / "en" / "adapted.html").read_text(encoding="utf-8")
+    assert 'lang="en"' in html_text
+    assert "@page" in html_text
+    assert "margin: 25mm 25mm 25mm 25mm" in html_text
+
+
+def test_reverse_round_trip_reconstructs_original(tmp_path):
+    adapt(SAMPLE_HTML, locale="ja", out_dir=tmp_path / "ja")
+    adapt(tmp_path / "ja" / "adapted.html", locale="ja", reverse=True, out_dir=tmp_path / "en")
+    original = collect_blocks(parse_html(SAMPLE_HTML.read_text(encoding="utf-8")))
+    round_trip = collect_blocks(parse_html((tmp_path / "en" / "adapted.html").read_text(encoding="utf-8")))
+    assert len(original) == len(round_trip)
+
+    def normalize(text):
+        for src, dst in (("（", "("), ("）", ")"), ("。", "."), ("、", ","), ("，", ","),
+                         ("「", '"'), ("」", '"'), ("\u3000", " ")):
+            text = text.replace(src, dst)
+        return re.sub(r"\s+", "", text)
+
+    for a, b in zip(original, round_trip):
+        assert normalize(a) == normalize(b)
+
+
+def test_cli_smoke(tmp_path, capsys):
+    rc = main([str(SAMPLE_HTML), "--locale", "ja", "--out-dir", str(tmp_path)])
+    assert rc == 0
+    captured = capsys.readouterr().out
+    assert "Adapted" in captured
+    assert "punctuation=25" in captured
+    assert (tmp_path / "adapted.docx").exists()
+
+
+def test_cli_bad_locale(tmp_path, capsys):
+    rc = main([str(SAMPLE_HTML), "--locale", "xx", "--out-dir", str(tmp_path)])
+    assert rc == 2
diff --git a/use-cases/Nojhi3/cjk-typography-adapter/tests/test_text.py b/use-cases/Nojhi3/cjk-typography-adapter/tests/test_text.py
new file mode 100644
index 00000000..3c951148
--- /dev/null
+++ b/use-cases/Nojhi3/cjk-typography-adapter/tests/test_text.py
@@ -0,0 +1,135 @@
+import pytest
+
+from adapter.profile import load_profile
+from adapter.text import apply_text_rules
+
+JA = load_profile("ja")
+ZH = load_profile("zh-CN")
+KO = load_profile("ko")
+EN = load_profile("en", reverse=True)
+
+
+def test_ja_comma_becomes_touten():
+    out, stats = apply_text_rules("確認する, その後", JA)
+    assert out == "確認する、 その後"
+    assert stats["punctuation"]["count"] == 1
+
+
+def test_ja_period_becomes_kuten_at_end():
+    out, _ = apply_text_rules("Budget review on Tuesday.", JA)
+    assert out == "Budget review on Tuesday。"
+
+
+def test_ascii_comma_between_digits_kept():
+    out, stats = apply_text_rules("Storage is 1,000 GB.", JA)
+    assert "1,000" in out
+    assert stats["punctuation"]["count"] == 1  # final period only
+
+
+def test_period_between_latin_kept():
+    out, stats = apply_text_rules("12 months. The next term.", JA)
+    assert out == "12 months. The next term。"
+    assert stats["punctuation"]["count"] == 1
+
+
+def test_decimal_point_kept():
+    out, _ = apply_text_rules("VAT is 8.25%.", JA)
+    assert "8.25%" in out
+
+
+def test_zh_comma_and_quotes():
+    out, stats = apply_text_rules('他说"好", 然后离开。', ZH)
+    assert out == "他说\u201c好\u201d， 然后离开。"
+    assert stats["punctuation"]["count"] == 1
+    assert stats["quotes"]["count"] == 2
+
+
+def test_ko_keeps_ascii_punctuation():
+    out, stats = apply_text_rules("확인, 그리고 계속.", KO)
+    assert out == "확인, 그리고 계속."
+    assert stats["punctuation"]["count"] == 0
+
+
+def test_ja_quotes_become_corner_brackets():
+    out, stats = apply_text_rules('the "Provider" said', JA)
+    assert out == "the 「Provider」 said"
+    assert stats["quotes"]["count"] == 2
+
+
+def test_brackets_always_substituted():
+    out, stats = apply_text_rules("(subject to renewal).", JA)
+    assert out == "（subject to renewal）。"
+    assert stats["punctuation"]["count"] == 3
+
+
+def test_thin_space_inserted_between_cjk_and_latin():
+    out, stats = apply_text_rules("日本語ABCテスト", JA)
+    assert out == "日本語\u2009ABC\u2009テスト"
+    assert stats["thin_spaces"]["count"] == 2
+
+
+def test_thin_space_between_digit_and_cjk():
+    out, _ = apply_text_rules("5人", JA)
+    assert out == "5\u2009人"
+
+
+def test_no_thin_space_around_dollar():
+    out, _ = apply_text_rules("The fee is $59.", JA)
+    assert out == "The fee is $59。"
+
+
+def test_existing_space_boundary_becomes_thin():
+    out, _ = apply_text_rules("10 GB ごとに", JA)
+    assert out == "10 GB\u2009ごとに"
+
+
+def test_kinsoku_attachment():
+    out, stats = apply_text_rules("（ 内容 ）と「 語 」", JA)
+    assert out == "（内容）と「語」"
+    assert stats["kinsoku"]["count"] == 4
+
+
+def test_reverse_punctuation_and_brackets():
+    out, stats = apply_text_rules("（注）次にABC。", EN)
+    assert out == "(注)次にABC."
+    assert stats["punctuation"]["count"] >= 3
+
+
+def test_reverse_removes_thin_spaces():
+    out, stats = apply_text_rules("日本語\u2009ABC\u2009テスト", EN)
+    assert out == "日本語ABCテスト"
+    assert stats["thin_spaces"]["count"] == 2
+
+
+def test_reverse_fullwidth_digits_and_letters():
+    out, stats = apply_text_rules("１００件とＡＢＣ", EN)
+    assert out == "100件とABC"
+    assert stats["halfwidth"]["count"] == 6
+
+
+def test_reverse_fullwidth_quotes():
+    out, _ = apply_text_rules("「注」を読む", EN)
+    assert out == "\"注\"を読む"
+
+
+def test_stats_samples_capped():
+    text = "文." * 20
+    out, stats = apply_text_rules(text, JA)
+    assert stats["punctuation"]["count"] == 20
+    assert len(stats["punctuation"]["samples"]) <= 8
+
+
+def test_ja_profile_geography():
+    assert JA.lang == "ja"
+    assert JA.body_size_pt == 10.5
+    assert JA.page["margin_top_mm"] == 25
+
+
+def test_zh_profile_geography():
+    assert ZH.page["margin_top_mm"] == 37
+    assert ZH.page["margin_left_mm"] == 28
+
+
+def test_unknown_locale_raises():
+    with pytest.raises(ValueError):
+        load_profile("fr")

        A1