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Author SHA1 Message Date
Christian Nennemann
a46a01bd8c Add auto-heal pipeline command and fix multi-source draft processing 
- Add `ietf auto` command: fetches, analyzes, embeds, extracts ideas,
  and refreshes gaps across all sources with cost-based auto-approval
- Fix SourceDocument→Draft conversion in auto fetch step
- Fix gap_analysis method name in auto command
- Process all 270 unrated ETSI/ISO/ITU/NIST drafts (761 total, all rated)
- Update web UI templates and data layer for multi-source support

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
 2026-03-08 18:41:42 +01:00
Christian Nennemann
1ec1f69bee v0.3.0: Publication-ready release with blog site, paper update, and polish 
Release prep:
- Version bump to 0.3.0 (pyproject.toml, cli.py)
- Rewrite README.md with current stats (475 drafts, 713 authors, 501 ideas)
- Add CONTRIBUTING.md with dev setup and code conventions

Blog site:
- Add scripts/build-site.py (markdown → HTML with clean CSS, dark mode, nav)
- Generate static site in docs/blog/ (10 pages)
- Ready for GitHub Pages deployment

Academic paper (paper/main.tex):
- Update all counts: 474→475 drafts, 557→710 authors, 1907→462 ideas, 11→12 gaps
- Add false-positive filtering methodology (113 excluded, 361 relevant)
- Add cross-org convergence analysis (132 ideas, 33% rate)
- Add GDPR compliance gap to gap table
- Add LLM-as-judge caveats to rating methodology and limitations
- Add FIPA, IEEE P3394, W3C WoT to related work with bibliography entries
- Fix safety ratio to show monthly variation (1.5:1 to 21:1)

Pipeline:
- Fetch 1 new draft (475 total), 3 new authors (713 total)
- Fix 16 ruff lint errors across test files
- All 106 tests pass

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
 2026-03-08 17:54:43 +01:00
Christian Nennemann
e247bfef8f Run pipeline, write Post 08, commit untracked files 
Pipeline:
- Extract ideas for 38 new drafts → 462 ideas total
- Convergence analysis: 132 cross-org convergent ideas (33% rate)
- Fetch authors for 102 drafts → 709 authors (up from 403)
- Refresh gap analysis: 12 gaps across full 474-draft corpus
- Update verified counts with new totals

Post 08:
- Complete rewrite of "Agents Building the Agent Analysis" (2,953 words)
- Covers 3 phases: writing team → review cycle → fix cycle
- Meta-irony table mapping team coordination to IETF gap names
- Specific examples from dev journal (SQL injection, consent conflation, ideas mismatch)

Untracked files committed:
- scripts/: backfill-wg-names, classify-unrated, compare-classifiers, download-relevant-text, run-webui
- src/ietf_analyzer/classifier.py: two-stage Ollama classifier
- src/webui/: analytics (GDPR-compliant), auth, obsidian_export
- tests/test_obsidian_export.py (10 tests)
- data/reports/: wg-analysis, generated draft for gap #37

Housekeeping:
- .gitignore: exclude LaTeX artifacts, stale DBs, analytics.db

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
 2026-03-08 15:31:30 +01:00
Christian Nennemann
e7527ad68e Fix remaining critical, high, and medium issues from 4-perspective review 
Critical fixes:
- Fix rating clamp range 1-10 → 1-5 (actual scale)
- Add `ietf ideas convergence` command (SequenceMatcher at 0.75 threshold)
- Fix "628 cross-org ideas" → 130 (verified from current DB) across 8 files

Security fixes:
- Sanitize FTS5 query input (strip special chars + boolean operators)
- Add rate limiting (10 req/min/IP) on Claude-calling endpoints
- Change <path:name> → <string:name> on draft routes

Codebase fixes:
- Add Database context manager (__enter__/__exit__)
- Wire false_positive filtering into queries (exclude by default in web UI)
- Fix Post 3 arithmetic ("~300" → "~409" distinct proposals)

Content & licensing:
- Add MIT LICENSE file
- Add IPR/FRAND notes (BCP 79, RFC 8179) to Posts 03 and 07
- Qualify "4:1 safety ratio" with monthly variation in 6 remaining files
- Add "Data as of March 2026" freeze-date headers to all 10 blog posts
- Hedge causal language in Post 04

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
 2026-03-08 12:47:47 +01:00
Christian Nennemann
439424bd04 Fix security, data integrity, and accuracy issues from 4-perspective review 
Security fixes:
- Fix SQL injection in db.py:update_generation_run (column name whitelist)
- Flask SECRET_KEY from env var instead of hardcoded
- Add LLM rating bounds validation (_clamp_rating, 1-10)
- Fix JSON extraction trailing whitespace handling

Data integrity:
- Normalize 21 legacy category names to 11 canonical short forms
- Add false_positive column, flag 73 non-AI drafts (361 relevant remain)
- Document verified counts: 434 total/361 relevant drafts, 557 authors, 419 ideas, 11 gaps

Code quality:
- Fix version string 0.1.0 → 0.2.0
- Add close()/context manager to Embedder class
- Dynamic matrix size instead of hardcoded "260x260"

Blog accuracy:
- Fix EU AI Act timeline (enforcement Aug 2026, not "18 months")
- Distinguish OAuth consent from GDPR Einwilligung
- Add EU AI Act Annex III context to hospital scenario
- Add FIPA, eIDAS 2.0 references where relevant

Methodology:
- Add methodology.md documenting pipeline, limitations, rating rubric
- Add LLM-as-judge caveats to analyzer.py
- Document clustering threshold rationale

Reviews from: legal (German/EU law), statistics, development, science perspectives.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
 2026-03-08 10:52:33 +01:00
Christian Nennemann
6e3a387778 Idea quality pipeline, web UI features, academic paper 
- Tighten idea extraction prompts (1-4 ideas, no sub-features) reducing
  1,907 ideas to 468 across 434 drafts (78% reduction)
- Add embedding-based dedup (ietf dedup-ideas) for same-draft similarity
- Add novelty scoring (ietf ideas score) and filtering (ietf ideas filter)
  using Claude to rate ideas 1-5, removing 49 generic building blocks
- Final count: 419 high-quality ideas (avg 1.1/draft)
- Web UI: gap explorer with live draft generation and pre-generated demos
- Web UI: D3.js author collaboration network (498 nodes, 1142 edges,
  68 clusters, org filtering, interactive zoom/pan)
- Academic paper: 15-page LaTeX workshop paper analyzing the 434-draft
  AI agent standards landscape
- Save improvement ideas backlog to data/reports/improvement-ideas.md

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
 2026-03-06 22:17:57 +01:00
Christian Nennemann
404092b938 Generate 5-draft ecosystem family, fix formatter markdown stripping 
Pipeline output:
- ABVP: Agent Behavior Verification Protocol (quality 3.0/5)
- AEM: Privacy-Preserving Agent Learning Protocol (quality 2.1/5)
- ATD: Agent Task DAG Framework (quality 2.5/5)
- HITL: Human-in-the-Loop Primitives (quality 2.4/5)
- AEPB: Real-Time Agent Rollback Protocol (quality 2.5/5)
- APAE: Agent Provenance Assurance Ecosystem (quality 2.5/5)

Quality gates: all pass novelty + references, format gate improved
with markdown stripping (_strip_markdown) and dynamic header padding.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
 2026-03-04 01:42:30 +01:00
Christian Nennemann
7a1aa346b9 Observatory update: 434 docs, fix W3C fetcher, regenerate dashboard 
- Fixed W3C fetcher to paginate /specifications endpoint (group
  endpoints use type prefixes like cg/, wg/ that weren't in config)
- Fetched 72 new IETF drafts + 1 W3C spec, all analyzed and embedded
- Regenerated dashboard with updated data
- Total: 434 docs, 11 gaps, 1907 ideas

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
 2026-03-04 01:09:30 +01:00
Christian Nennemann
d6beb9c0a0 v0.3.0: Gap-to-Draft pipeline, Living Standards Observatory, blog series 
Gap-to-Draft Pipeline (ietf pipeline):
- Context builder assembles ideas, RFC foundations, similar drafts, ecosystem vision
- Generator produces outlines + sections using rich context with Claude
- Quality gates: novelty (embedding similarity), references, format, self-rating
- Family coordinator generates 5-draft ecosystem (AEM/ATD/HITL/AEPB/APAE)
- I-D formatter with proper headers, references, 72-char wrapping

Living Standards Observatory (ietf observatory):
- Source abstraction with IETF + W3C fetchers
- 7-step update pipeline: snapshot, fetch, analyze, embed, ideas, gaps, record
- Static GitHub Pages dashboard (explorer, gap tracker, timeline)
- Weekly CI/CD automation via GitHub Actions

Also includes:
- 361 drafts (expanded from 260 with 6 new keywords), 403 authors, 1,262 ideas, 12 gaps
- Blog series (8 posts planned), reports, arXiv paper figures
- Agent team infrastructure (CLAUDE.md, scripts, dev journal)
- 5 new DB tables, schema migration, ~15 new query methods

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
 2026-03-04 00:48:57 +01:00
Chris Nennemann
be9cf9c5d9 v0.2.0: visualizations, interactive browser, arXiv paper, gap analysis 
New features:
- 12 interactive visualizations (ietf viz): t-SNE landscape, similarity
  heatmap, score distributions, timeline, bubble explorer, radar charts,
  author network graph, category treemap, quality vs overlap, org bar chart,
  ideas chart, and interactive draft browser
- Interactive draft browser (browser.html): filterable by category, keyword,
  score sliders with sortable table and expandable detail rows
- arXiv paper (paper/main.tex): 13-page manuscript with all findings
- Gap analysis: 12 identified under-addressed areas
- Author network: collaboration graph, org contributions, cross-org analysis
- Draft generation from gaps (ietf draft-gen)
- Auto-load .env for API keys (python-dotenv)

New modules: visualize.py, authors.py, draftgen.py
New reports: timeline, overlap-matrix, authors, gaps
New deps: plotly, matplotlib, seaborn, scipy, scikit-learn, networkx, python-dotenv

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
 2026-02-28 13:37:55 +01:00
Chris Nennemann
f44f9265bd Add SQLite database with 260 analyzed drafts 
Includes all draft metadata, full text, Claude ratings (cached),
and nomic-embed-text embeddings. This is the expensive data —
~114k tokens of Claude analysis + 260 Ollama embeddings.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
 2026-02-28 00:49:18 +01:00