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EITT Phase 2
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README.md

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**Conference:** CoDaWork 2026, Coimbra, Portugal (June 2026). Abstract page 25.
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**Phase status (2026-04-15):** Phase 1 (CoDaWork 2026 submission content) marked STABLE. Phase 2 (EITT hardening for broader adoption) started the same day. Mission for Phase 2: *push EITT to pain point and protect users from pain.* See [`ai-refresh/PHASE_MARKERS.json`](ai-refresh/PHASE_MARKERS.json), [`science/eitt/EITT_PHASE_2_ROADMAP.md`](science/eitt/EITT_PHASE_2_ROADMAP.md), and [`science/eitt/EITT_SAFETY_BOUNDARIES.md`](science/eitt/EITT_SAFETY_BOUNDARIES.md).
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## What This Project Is

ai-refresh/HUF_INTEGRITY_MANIFEST.json

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{
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"_meta": {
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"type": "HUF-INTEGRITY-MANIFEST",
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"version": "1.2",
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"version": "1.6",
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"created": "2026-04-13",
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"last_updated": "2026-04-15",
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"author": "Peter Higgins / Claude",
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"purpose": "Hash-verified integrity layer for HUF corpus. Load AFTER HUF_FAST_REFRESH.json. Use to detect file corruption, unauthorized edits, or version drift across sessions.",
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"protocol": "Any AI loading the HUF context should: (1) Read HUF_FAST_REFRESH.json for concepts. (2) Read this file. (3) Spot-check 2-3 file hashes. If any hash mismatches, flag it and re-read the source file before proceeding.",
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"build_context.py --mode science now picks up 54 files (~232k tokens)",
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"TODO: Compute SHA-256 hashes for all new files after commit"
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]
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},
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{
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"version": "1.5",
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"date": "2026-04-14",
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"event": "Grok cold-start test (10/10 questions, 5/5 structure) + tensor-exploration session. Second-order Hessian bound promoted to theorem. Speculative higher-order extensions moved to dormant.",
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"changes": [
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"New file: science/eitt/EITT_HESSIAN_BOUND.md — rigorous second-order theorem with assumptions, proof sketch, and empirical check table against published EITT proofs",
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"New file: science/eitt/EITT_WHY_IT_WORKS.md — conceptual synthesis answering the 'why does it work' question. CLT + concavity picture, six-variable decomposition, heuristic product form, six falsifiable predictions, loose ends noted for later. Updated same day with §7 'Shape/Magnitude Decomposition' which generalizes EITT from scalar-entropy invariance to a class invariance over all shape functionals and resolves the Fisher-Rao loose end (both geometries agree infinitesimally; EITT never leaves the infinitesimal regime)",
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"New dormant branch: dormant/grok-tensor-exploration-apr14/ with README, tensor_escalation.md, adversarial_review.md, applications_brainstorm.md",
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"Updated: dormant/README.md — new branch registered with reawaken conditions",
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"Grok scored 10/10 on content questions and 5/5 on structural review — fourth AI to pass cold-start test (after Claude, ChatGPT, Gemini)",
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"Grok caught and correctly diagnosed a live GitHub CDN desync on ai-refresh/ folder (Fastly cache lag, ~20 min post-commit)",
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"Grok's own adversarial review correctly flagged: Taylor series is asymptotic not convergent past order 2; Shannon vs von Neumann conflation in many-body analogy; fabricated number in stadium-billiard example; Bell result on deterministic NGFS is correlation structure not quantum inequality violation",
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"Open TODO: extend chem_eitt_pipeline.py with measure_aitchison_variance(X) -> (V, sigma_A2, delta_min) so EITT_HESSIAN_BOUND.md empirical check table can be populated with measured rather than back-computed values",
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"Open TODO: edit science/quantum/Book2_HUF_QTM_Toolkit_Results.md to frame S=2.2018 as correlation-structure diagnostic rather than quantum inequality violation",
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"TODO: Compute SHA-256 hashes for new files after commit"
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]
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},
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{
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"version": "1.6",
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"date": "2026-04-15",
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"event": "Phase 1 flag set (CoDaWork 2026 content STABLE). Phase 2 started (EITT hardening for broader adoption). Literature verification briefings issued to five-AI collective. Safety boundaries framework created.",
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"changes": [
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"New file: ai-refresh/PHASE_MARKERS.json \u2014 machine-readable phase record. P01 marked STABLE with explicit exit criteria met; P02 ACTIVE with two-pole mission (reveal hidden structure, establish safety fences); P03 FUTURE (peer-reviewed consolidation)",
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"New file: science/eitt/EITT_PHASE_2_ROADMAP.md \u2014 seven-track hardening plan: direct measurement tooling, hydrology validation, second external domain, safety documentation, phase-field visualization, literature verification follow-up, package release preparation",
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"New file: science/eitt/EITT_SAFETY_BOUNDARIES.md \u2014 living document articulating when NOT to use EITT. Covers three core assumptions (A1 interior, A2 finite variance, A3 mixing), failure modes by assumption, sample-size requirements, domain-specific red flags with emphasis on clinical/biomedical misuse (breast cancer microbiome study misuse example), sanity-check checklist, responsible-use and inappropriate-use examples",
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"New folder: briefings/lit-verification-001/ with five per-AI task briefings (Claude/ChatGPT/Grok/Gemini/Copilot) + README coordinating the distributed novelty check of the five-object cluster (EITT + Tutte + Hanani-Tutte + Penrose + KPZ)",
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"Mission statement for Phase 2 recorded: 'Push EITT to pain point and protect users from pain'",
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"TODO: After commit, compute SHA-256 hashes for all new files and add to tier_1_briefings"
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]
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}
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]
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}

ai-refresh/PHASE_MARKERS.json

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{
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"_meta": {
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"type": "HUF-PHASE-MARKERS",
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"version": "1.0",
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"created": "2026-04-15",
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"author": "Peter Higgins / Claude",
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"purpose": "Machine-readable record of completed and active phases of the Higgins Unity Framework. Each phase marks a coherent body of work that has reached a stable state (or is actively in progress). Phase completion is not retirement — it signals stable foundation for the next phase."
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},
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"phases": [
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{
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"phase_id": "P01",
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"name": "CoDaWork 2026 submission content",
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"status": "STABLE",
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"marked_stable_date": "2026-04-15",
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"description": "Core compositional-monitoring work submitted to CoDaWork 2026 in Coimbra. Three diagnostics (total variation, Aitchison distance, coherence residual), four EITT proofs, 25-error calibration catalogue, cross-domain validation on Backblaze hardware reliability data, adversarial test suite with 17 total tests (10 pass / 7 designed failures).",
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"contents_stable_at_this_marker": {
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"abstract": "drafts/codawork-2026/abstract_v3.md (submitted); abstract_v4.md (amendment draft pending send)",
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"extended_results": "drafts/codawork-2026/extended/CoDaWork2026_Higgins_Extended_Results.docx",
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"handout": "drafts/codawork-2026/extended/CoDaWork2026_EITT_Handout.docx",
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"presentation_deck": "drafts/codawork-2026/presentation/CoDaWork2026_Higgins_Talk.pptx",
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"primers_for_other_speakers": "drafts/codawork-2026/primers/ (4 primer documents)",
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"science_folders": [
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"science/coda-monitoring/",
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"science/eitt/ (through EITT_WHY_IT_WORKS.md §7 shape/magnitude decomposition)",
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"science/quantum/ (QIT branch, markdown companions complete)",
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"science/governance/",
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"science/chemistry/"
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],
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"ai_refresh_layer": "ai-refresh/HUF_FAST_REFRESH.json v1.5 manifest, cold-start test passed by Claude/ChatGPT/Grok/Gemini"
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},
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"what_stable_means": "The content has passed cold-start testing across four AI systems, survived an adversarial review pass, has empirical validation on real datasets, and is ready to submit to peers. It is not frozen — small edits (typos, clarifications, abstract amendment) are fine — but the core mathematical claims and empirical findings are not expected to change from this point forward without new evidence.",
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"exit_criteria_met": [
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"Four AI cold-start tests passed (Claude 5/5, ChatGPT 10/10, Grok 10/10, Gemini 5/5)",
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"Second-order Hessian bound formalized in EITT_HESSIAN_BOUND.md",
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"Shape/magnitude decomposition synthesis in EITT_WHY_IT_WORKS.md §7 with Fisher-Rao loose end resolved",
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"Grok tensor-exploration residuals safely contained in dormant/",
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"CoDaWork abstract v4 amendment drafted (pending send)",
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"Literature verification briefings issued to five-AI collective for novelty check"
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]
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},
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{
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"phase_id": "P02",
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"name": "EITT hardening for broader adoption",
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"status": "ACTIVE",
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"started": "2026-04-15",
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"estimated_completion": "2026-Q4 to 2027-Q1",
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"mission_statement": "Push EITT to pain point and protect users from pain. Make the tool reliable, accurate, and precise enough that CoDa practitioners can trust it with time-series analysis; document failure modes and boundary conditions clearly enough that no one walks off a cliff with it — especially in high-stakes domains like clinical/biomedical studies where misuse could lead a large-cohort study astray.",
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"two_poles": {
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"pole_A_reveal_hidden_structure": "Reveal the hidden geometry behind hypothesis testing on compositional time series. Document the mathematical substrate clearly enough that a practitioner can understand what EITT is measuring, why the second-order bound has the form it does, and how the shape/magnitude decomposition organizes their analytical choices.",
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"pole_B_establish_safety_fences": "Articulate the boundary conditions where EITT should NOT be applied, the failure modes, the sample-size requirements, and the domain-specific red flags. Especially critical for clinical/biomedical settings where low power, small cohorts, boundary-close compositions, and treatment confounds can turn a reliable method into a misleading one."
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},
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"planned_deliverables": [
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"EITT_PHASE_2_ROADMAP.md \u2014 detailed work plan",
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"EITT_SAFETY_BOUNDARIES.md \u2014 'when not to use' documentation",
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"Direct measurement tools (measure_aitchison_variance, measure_tau_int) in chem_eitt_pipeline.py",
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"Validation on hydrology dataset (CAMELS or USGS daily streamflow)",
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"Validation on at least one additional domain (ecological monitoring candidate)",
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"Phase-field visualization of EMBER data as presentation asset",
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"Literature verification results from five-AI collective",
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"Short structural-observations paper on shape/magnitude decomposition (pending novelty verification)",
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"Published Python/R package with documentation and tutorials",
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"Rényi q=2 entropy test at boundaries per prediction 4 in EITT_WHY_IT_WORKS.md"
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],
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"exit_criteria_planned": [
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"EITT validated on at least three domains beyond the original four proofs",
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"Direct measurement of \u03c3_A\u00b2 and \u03b4 from raw data replacing back-computed values in Hessian bound table",
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"Safety boundaries document covers at least clinical/biomedical, ecological, and physical-systems cases",
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"Package installable via standard channels (pip, CRAN, etc.)",
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"At least one external researcher has successfully used the tool without direct mentoring",
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"At least one failure mode has been observed in the wild and the safety document updated to prevent recurrence",
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"Literature verification complete; novelty claims either confirmed or properly restricted to pieces that survive"
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]
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},
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{
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"phase_id": "P03",
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"name": "Consolidation and peer-reviewed publication",
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"status": "FUTURE",
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"earliest_start": "2027-Q1",
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"description": "After Phase 2 hardening, consolidate the framework into peer-reviewed venues. Candidate papers: structural-observations paper on five-object cluster, methodological paper on EITT for compositional time series, application papers in hydrology and ecology. A short monograph becomes possible when enough predictions have survived contact with reality.",
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"not_started": true
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}
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],
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"operating_principles": {
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"due_diligence": "All exploratory work gets divided into keep (promoted to main repo) or store (archived to dormant/ with reawaken conditions). Nothing is deleted; speculative work is preserved with honest labeling.",
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"open_publication": "All data, code, and documentation are publicly available. Failures and speculative branches are published alongside successes to everyone's gain.",
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"safety_first": "In domains where misapplication could cause harm (clinical, biomedical, regulatory), the safety fence documentation takes precedence over methodological claims. A tool that is clearly bounded is more valuable than a tool that claims more than it can deliver.",
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"cold_start_testable": "Any AI system should be able to read the repo cold and become productively oriented within one file read. ai-refresh/HUF_FAST_REFRESH.json and science/*/INDEX.json are the entry points.",
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"adversarial_review_required": "Every major finding undergoes adversarial review by multiple AI systems before being treated as stable. The review is structured through briefings in briefings/lit-verification-001/ and similar."
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},
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"coordination": {
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"current_collective": ["Claude", "ChatGPT", "Grok", "Gemini", "Copilot"],
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"outstanding_work": {
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"LIT_VERIFY_001": "Five-AI distributed literature verification of the EITT + Tutte + Hanani-Tutte + Penrose + KPZ cluster novelty claim. Issued 2026-04-15. Deadline 2026-04-22. Files in briefings/lit-verification-001/.",
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"abstract_v4_amendment": "Drafted 2026-04-14, pending send to codawork2026@coda-association.org before 2026-05-01."
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}
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}
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}

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