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Readability and integrity
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INDEX.json

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{
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"_meta": {
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"type": "HUF-REPO-INDEX",
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"version": "2.0",
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"version": "2.1",
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"created": "2026-04-13",
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"updated": "2026-04-13",
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"author": "Peter Higgins / Claude",
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"purpose": "Master index of the Higgins Unity Framework repository. Maps every folder with status, purpose, and AI training notes.",
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"refresh_entry": "ai-refresh/HUF_FAST_REFRESH.json → ai-refresh/HUF_INTEGRITY_MANIFEST.json → this file"
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"project_status": "STABLE — repo restructured, AI refresh validated across 5 platforms, all tests passed 2026-04-13",
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"refresh_entry": "ai-refresh/HUF_FAST_REFRESH.json → ai-refresh/HUF_INTEGRITY_MANIFEST.json → ai-refresh/HUF_ADMIN.json → this file"
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},
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"repository_structure": {
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"ai-refresh": {
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"purpose": "AI speed-loading context. Any AI starts here.",
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"status": "active",
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"load_order": ["HUF_FAST_REFRESH.json", "HUF_INTEGRITY_MANIFEST.json", "huf_spec_v2.0.json"]
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"status": "STABLE — validated across Claude, ChatGPT, Grok, Copilot, Gemini on 2026-04-13",
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"load_order": ["HUF_FAST_REFRESH.json", "HUF_INTEGRITY_MANIFEST.json", "HUF_ADMIN.json", "huf_spec_v2.0.json"],
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"test_results": "ai-refresh/test-results/ — 5 platform results + template"
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},
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"science": {
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"purpose": "All scientific work organized by subject.",

ai-refresh/AI_COLD_START_TEST.json

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"what_is_huf": "The Higgins Unity Framework (HUF) applies compositional data analysis (Aitchison geometry on the simplex) to monitoring systems where parts sum to a whole. Energy mixes, ecosystems, portfolios, chemical mixtures. It detects drift by measuring change as perturbation rather than arithmetic difference.",
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"what_is_eitt": "The Entropy-Invariant Time Transformer (EITT) is the core discovery: Shannon entropy of compositional data is near-invariant under geometric-mean decimation across temporal resolutions. 0.18% variation across 341:1 compression. Confirmed in energy, chemistry, hardware, cosmology.",
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"why_this_test": "HUF is developed by a solo independent researcher (Peter Higgins) with AI collaborators across Claude, ChatGPT, Grok, Gemini, and Copilot. Long sessions cause context drift — names mutate, numbers shift, dates wander. We built a two-layer refresh system (FAST_REFRESH.json + INTEGRITY_MANIFEST.json) so any AI can cold-start accurately from the repository. This test validates that system.",
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"what_happened": "On 2026-04-13, Claude built the refresh system and ran the first cold-start test: 5/5 questions correct, all HIGH confidence, 8.5/10 rating. ChatGPT then reviewed the test architecture and improved it (full SHA pinning, input provenance, stricter fallback). This v1.1 incorporates those improvements. Now every platform takes the same upgraded test.",
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"the_bigger_picture": "The repository is now the canonical gateway for all HUF work. All AI collaborators onboard from the repo, verify understanding against the integrity manifest, and produce coherent work without Peter re-explaining each session. Human-readable context that doubles as AI-structured learning."
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"what_happened": "On 2026-04-13, Claude built the refresh system. All five platforms tested same day: Claude 5/5 (abbreviated), ChatGPT 10/10 (caught 2 manifest bugs), Grok 10/10 (6 adversarial findings, caught path bugs), Copilot 10/10 (3 attempts needed), Gemini 10/10 (best instruction-following). Every platform achieved 100% question accuracy from FAST_REFRESH alone. ChatGPT's integrity failure and Grok's adversarial findings led to manifest fixes (v1.0→v1.2). System declared STABLE.",
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"test_status": "COMPLETE — all 5 platforms validated 2026-04-13. Results in ai-refresh/test-results/.",
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"the_bigger_picture": "The repository is now the canonical gateway for all HUF work. All AI collaborators onboard from the repo, verify understanding against the integrity manifest, and produce coherent work without Peter re-explaining each session. Human-readable context that doubles as AI-structured learning. Cross-platform validation proves the single-file injection pattern works universally."
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},
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"reproducibility": {
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},
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"platform_notes": {
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"claude": {
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"history": "Built the refresh system, repo structure, and test protocol. Ran abbreviated 5/5 test.",
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"role": "Document building, structure, repository management, coherence refresh.",
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"access": "Blocked by egress proxy (variable). Uses local files via Cowork.",
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"test_result_2026-04-13": "5/5 abbreviated. Built the system. 1 attempt."
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},
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"chatgpt": {
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"history": "Core HUF collaborator since early 2026. Helped develop EITT proofs, spectral independence, loudspeaker analogy, HUF spec v2.0. Previous sessions ran out of context 2026-04-13.",
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"role": "Deep analysis and review. Eyes on the repo. Second opinion on structure. Baseline for other platforms.",
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"access": "Usually can browse GitHub directly."
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"history": "Core HUF collaborator since early 2026. Helped develop EITT proofs, spectral independence, loudspeaker analogy, HUF spec v2.0.",
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"role": "Deep analysis and review. Eyes on the repo. Second opinion on structure.",
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"access": "Usually can browse GitHub directly.",
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"test_result_2026-04-13": "10/10 questions. Integrity FAIL — caught 2 real bugs (stale hash, wrong char_count). Structure 4/5. 2 attempts (first attempt reviewed architecture instead of taking test)."
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},
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"grok": {
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"history": "Adversarial reviewer. Performed PLL compliance checks, Keff_fill verification, SOPDT robustness derivation.",
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"role": "Adversarial testing. Try to break the refresh. Find what's missing or wrong.",
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"access": "Variable GitHub access."
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"access": "Can browse GitHub directly.",
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"test_result_2026-04-13": "10/10 questions. Integrity PASS. Structure 5/5. 6 adversarial findings (caught stale manifest paths). 1 attempt. Highest overall score."
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},
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"gemini": {
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"history": "Cross-domain validation. Routing assessment.",
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"role": "Cross-domain validation. Does the framework hold up when examined from outside the HUF bubble?",
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"access": "Variable GitHub access."
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"access": "Cannot fetch raw GitHub URLs. Needs content pasted.",
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"test_result_2026-04-13": "10/10 questions. Integrity PASS. Structure 3/5 (inferred from manifest paths — creative). 1 attempt. Best instruction-following."
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},
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"copilot": {
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"history": "Code contributor. EITT boundary and discovery roadmap.",
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"role": "Code review. Are the tools and pipeline scripts coherent? Can someone actually run them?",
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"access": "Native GitHub access — should have best repo visibility."
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"access": "Native GitHub access claimed but could NOT fetch raw file URLs in practice.",
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"test_result_2026-04-13": "10/10 questions. Integrity NOT DONE. Structure NOT DONE. 3 attempts (scraped repo, hallucinated briefing, finally answered when content pasted). Weakest instruction-following."
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}
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},
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ai-refresh/HUF_ADMIN.json

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{
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"_meta": {
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"type": "HUF_ADMINISTRATIVE_REGISTER",
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"version": "1.0",
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"version": "1.1",
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"created": "2026-04-13",
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"updated": "2026-04-13",
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"author": "Peter Higgins",
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"purpose": "Single source of truth for all HUF project identity, contact information, websites, canonical names, terms, standards, and administrative references. Extends RWA-001. If any AI or document uses a different name, URL, or term — this file wins.",
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"update_authority": "Peter Higgins only"
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"full_name": "Higgins Unity Framework",
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"abbreviation": "HUF",
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"tagline": "Compositional structure as an open-loop monitoring signal.",
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"status": "Active — independent research, pre-publication",
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"status": "STABLE — repo restructured, AI refresh layer validated across 5 platforms, pre-publication",
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"status_date": "2026-04-13",
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"founded": "2025",
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"domain": "Compositional data analysis (CoDa), Aitchison geometry, monitoring systems"
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"domain": "Compositional data analysis (CoDa), Aitchison geometry, monitoring systems",
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"milestones": {
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"2025": "Framework conception, initial development",
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"2026-02": "Ratio State Monitoring name locked for literature submission",
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"2026-03": "GitHub repo launched, multi-AI collaboration established",
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"2026-04-13": "Full repo restructure. AI refresh layer (FAST_REFRESH + INTEGRITY_MANIFEST + ADMIN + spec) validated across Claude, ChatGPT, Grok, Copilot, Gemini. 286 files organized into 12 top-level folders. All five cold-start tests passed (10/10 questions). System declared STABLE.",
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"2026-06": "CoDaWork 2026, Coimbra, Portugal (upcoming)"
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}
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},
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"web_presence": {
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"interface": "GitHub Copilot"
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}
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},
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"communication": "Repository-mediated. ai-refresh/ is the shared onboarding layer. FAST_REFRESH.json is the single source of truth across all platforms."
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"communication": "Repository-mediated. ai-refresh/ is the shared onboarding layer. FAST_REFRESH.json is the single source of truth across all platforms.",
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"cold_start_validation": {
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"date": "2026-04-13",
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"protocol": "AI_COLD_START_TEST v1.1",
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"results": {
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"claude": {"questions": "5/5 (abbreviated)", "integrity": "n/a", "structure": "n/a", "attempts": 1, "note": "Built the system"},
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"chatgpt": {"questions": "10/10", "integrity": "FAIL (caught 2 real bugs)", "structure": "4/5", "attempts": 2, "note": "Found stale hash + wrong char_count"},
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"grok": {"questions": "10/10", "integrity": "PASS", "structure": "5/5", "attempts": 1, "note": "6 adversarial findings, caught path bugs"},
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"copilot": {"questions": "10/10", "integrity": "NOT DONE", "structure": "NOT DONE", "attempts": 3, "note": "Weak instruction-following, needed content pasted"},
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"gemini": {"questions": "10/10", "integrity": "PASS", "structure": "3/5", "attempts": 1, "note": "Best instruction-following, inferred structure from manifest paths"}
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},
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"conclusion": "All 5 platforms achieved 100% question accuracy from FAST_REFRESH. System validated for cross-AI cold-start onboarding."
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}
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},
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"mathematical_foundations": {

ai-refresh/HUF_FAST_REFRESH.json

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},
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"file_map": {
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"_note": "Authoritative source files. If content disagrees, these win.",
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"fast_refresh": "HUF_FAST_REFRESH.json (THIS FILE)",
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"integrity_manifest": "HUF_INTEGRITY_MANIFEST.json",
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"knowledge_base": "HUF_QIT_CoDaWork2026_KnowledgeBase.json",
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"huf_spec": "Chatgpt/higgins-unity-framework/huf_spec_v2.0.json",
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"ember_results": "Energy/codawork2026_results.json",
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"ember_protocol": "Energy/codawork_ember_protocol.py",
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"eitt_briefing": "HUF_CHATGPT_EITT_BRIEFING.json",
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"eitt_adversarial": "EITT_Adversarial_001.json",
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"eitt_midrange": "EITT_Midrange_Confirmation_001.json",
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"s016_briefing": "HUF_CHATGPT_BRIEFING_S016.json",
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"s017_briefing": "HUF_UNIFIED_BRIEFING_S017.json",
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"s018_briefing": "HUF_UNIFIED_BRIEFING_S018.json",
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"github_handoff": "HUF_GitHub_Handoff_v1.0.json",
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"presentation": "CoDaWork2026_Higgins_Talk.pptx",
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"extended_paper": "CoDaWork2026_Higgins_Extended_Results.docx",
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"eitt_handout": "CoDaWork2026_EITT_Handout.docx",
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"eitt_coffee_table": "CoDaWork2026_EITT_CoffeeTable.docx",
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"qa_preparation": "CoDaWork2026_QA_Preparation.docx",
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"conversation_guide": "CoDaWork2026_ConversationGuide.docx",
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"_note": "Authoritative source files. If content disagrees, these win. Paths are relative to repo root.",
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"_updated": "2026-04-13 — paths corrected to match post-restructure repo layout (v1.2 manifest alignment)",
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"fast_refresh": "ai-refresh/HUF_FAST_REFRESH.json (THIS FILE)",
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"integrity_manifest": "ai-refresh/HUF_INTEGRITY_MANIFEST.json",
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"admin": "ai-refresh/HUF_ADMIN.json",
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"knowledge_base": "science/quantum/HUF_QIT_CoDaWork2026_KnowledgeBase.json",
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"huf_spec": "ai-refresh/huf_spec_v2.0.json",
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"ember_results": "data/ember/codawork2026_results.json",
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"ember_protocol": "data/ember/codawork_ember_protocol.py",
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"eitt_briefing": "briefings/HUF_CHATGPT_EITT_BRIEFING.json",
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"eitt_adversarial": "science/eitt/EITT_Adversarial_001.json",
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"eitt_midrange": "science/eitt/EITT_Midrange_Confirmation_001.json",
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"eitt_index": "science/eitt/INDEX.json",
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"s016_briefing": "briefings/HUF_CHATGPT_BRIEFING_S016.json",
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"s017_briefing": "briefings/HUF_UNIFIED_BRIEFING_S017.json",
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"s018_briefing": "briefings/HUF_UNIFIED_BRIEFING_S018.json",
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"github_handoff": "briefings/HUF_GitHub_Handoff_v1.0.json",
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"presentation": "drafts/codawork-2026/presentation/CoDaWork2026_Higgins_Talk.pptx",
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"extended_paper": "drafts/codawork-2026/extended/CoDaWork2026_Higgins_Extended_Results.docx",
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"eitt_handout": "drafts/codawork-2026/extended/CoDaWork2026_EITT_Handout.docx",
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"eitt_coffee_table": "drafts/codawork-2026/extended/CoDaWork2026_EITT_CoffeeTable.docx",
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"qa_preparation": "drafts/codawork-2026/extended/CoDaWork2026_QA_Preparation.docx",
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"conversation_guide": "drafts/codawork-2026/extended/CoDaWork2026_ConversationGuide.docx",
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"primers": {
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"narayana": "CoDaWork2026_Primer_Narayana.docx",
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"ascari": "CoDaWork2026_Primer_Ascari.docx",
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"vega_baquero": "CoDaWork2026_Primer_VegaBaquero.docx",
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"kanjiradan": "CoDaWork2026_Primer_KanjiradanVeetil.docx"
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"narayana": "drafts/codawork-2026/primers/CoDaWork2026_Primer_Narayana.docx",
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"ascari": "drafts/codawork-2026/primers/CoDaWork2026_Primer_Ascari.docx",
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"vega_baquero": "drafts/codawork-2026/primers/CoDaWork2026_Primer_VegaBaquero.docx",
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"kanjiradan": "drafts/codawork-2026/primers/CoDaWork2026_Primer_KanjiradanVeetil.docx"
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}
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},
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ai-refresh/HUF_INTEGRITY_MANIFEST.json

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"tier_1: All 8 briefing paths updated to include subfolder (science/quantum/, briefings/, science/eitt/)",
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"tier_2: All 10 deliverable paths updated to include drafts/codawork-2026/ subfolders"
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]
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},
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{
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"version": "1.3",
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"date": "2026-04-13",
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"event": "FAST_REFRESH file_map aligned to post-restructure paths. New science/eitt/INDEX.json created with canonical claims.",
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"changes": [
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"FAST_REFRESH file_map: all paths updated to match v1.2 manifest paths",
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"FAST_REFRESH file_map: added ai-refresh/HUF_ADMIN.json and science/eitt/INDEX.json references",
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"New file: science/eitt/INDEX.json — folder index with canonical claims, key numbers, definitions, file inventory",
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"New file: science/eitt/EITT_Chemistry_Findings.md — markdown companion to .docx",
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"New file: science/eitt/PRISM_Chemistry_Analysis.md — markdown companion to .docx",
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"New file: science/eitt/EITT_CoDa_Cheatsheet_v3.md — markdown companion to .pdf",
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"TODO: Compute SHA-256 hashes for 4 new files and add to tier_1_briefings after commit"
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]
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},
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{
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"version": "1.4",
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"date": "2026-04-13",
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"event": "Markdown companions for all science/quantum/ DOCX files. build_context.py aggregator. Gemini value matrix.",
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"changes": [
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"New file: science/quantum/Book0_HUF_QIT_Primer.md — markdown companion",
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"New file: science/quantum/Book1_HUF_QIT_Observer_Problem.md — markdown companion",
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"New file: science/quantum/Book2_HUF_QTM_Toolkit_Results.md — markdown companion",
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"New file: science/quantum/HUF_QIT_Observer_Problem.md — markdown companion (extended version)",
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"New file: science/quantum/HUF_QTM_Toolkit_Results.md — markdown companion (standalone toolkit)",
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"New file: science/quantum/HUF_Topography_Conjecture_v1.0.md — markdown companion",
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"New file: science/quantum/HUF_Morphology_Plausibility_Test_v1.0.md — markdown companion",
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"New file: science/quantum/HUF_VCore_Stack_Brief_v1.0.md — markdown companion",
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"New file: build_context.py — context aggregator script (seed/science/full/custom modes)",
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"New file: science/HUF_Cross_Disciplinary_Value_Matrix.md — Gemini value matrix reference",
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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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}

ai-refresh/README.md

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# AI Refresh Layer
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**Status: STABLE** — validated across all 5 AI platforms on 2026-04-13.
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**For any AI starting HUF work: read these files first, in this order.**
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- **GitHub Pages:** https://peterhiggins19.github.io/Higgins-Unity-Framework/
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- **Contact:** PeterHiggins@roguewaveaudio.com
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## Cold-Start Test
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## Cold-Start Test — COMPLETE
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`AI_COLD_START_TEST.json` — cross-platform test protocol. All 5 platforms tested 2026-04-13.
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| Platform | Questions | Integrity | Structure | Attempts |
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|----------|-----------|-----------|-----------|----------|
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| Claude | 5/5 (abbrev.) | n/a | n/a | 1 |
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| ChatGPT | 10/10 | FAIL (caught 2 real bugs) | 4/5 | 2 |
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| Grok | 10/10 | PASS | 5/5 | 1 |
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| Copilot | 10/10 | NOT DONE | NOT DONE | 3 |
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| Gemini | 10/10 | PASS | 3/5 | 1 |
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`AI_COLD_START_TEST.json` — cross-platform test protocol. Results stored in `test-results/`.
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Results stored in `test-results/`. Key finding: every platform achieved 100% question accuracy from FAST_REFRESH alone. The single-file injection pattern works universally.
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Bugs found and fixed during testing:
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- **v1.1:** ChatGPT caught stale FAST_REFRESH hash + wrong EITT char_count (37→34)
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- **v1.2:** Grok caught 21 stale file paths in manifest (pre-restructure paths)
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## Known Drift Errors (caught 2026-04-13)
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- `HUF_ADMIN.json` wins on identity, contacts, naming, URLs.
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- `HUF_FAST_REFRESH.json` wins on numbers, formulas, science.
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- If both address the same field, they must agree. Any disagreement is a bug — report to Peter.
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## Platform Access Notes
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- **ChatGPT, Grok:** Can usually browse GitHub directly.
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- **Copilot:** Claims native GitHub access but could not fetch raw file URLs in practice.
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- **Gemini, Claude:** Cannot fetch raw.githubusercontent.com. Need content pasted.
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- **Fallback:** Always have paste-ready content. The test is valid with pasted content.

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