3 Commits

Author	SHA1	Message	Date
Benjamin Admin	c52dbdb8f1	feat(rag): optimize RAG pipeline — JSON-Mode, CoT, Hybrid Search, Re-Ranking, Cross-Reg Dedup, chunk 1024 ... Phase 1 (LLM Quality): - Add format=json to all Ollama payloads (obligation_extractor, control_generator, citation_backfill) - Add Chain-of-Thought analysis steps to Pass 0a/0b system prompts Phase 2 (Retrieval Quality): - Hybrid search via Qdrant Query API with RRF fusion + automatic text index (legal_rag.go) - Fallback to dense-only search if Query API unavailable - Cross-encoder re-ranking with BGE Reranker v2 (RERANK_ENABLED=false by default) - CPU-only PyTorch dependency to keep Docker image small Phase 3 (Data Layer): - Cross-regulation dedup pass (threshold 0.95) links controls across regulations - DedupResult.link_type field distinguishes dedup_merge vs cross_regulation - Chunk size defaults updated 512/50 → 1024/128 for new ingestions only - Existing collections and controls are NOT affected Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>	2026-03-21 11:49:43 +01:00
Benjamin Admin	c530898963	fix: replace Python 3.10+ union type syntax with typing.Optional for Pydantic v2 compat ... from __future__ import annotations breaks Pydantic BaseModel runtime type evaluation. Replaced str | None → Optional[str], list[str] → List[str] etc. in control_generator.py, anchor_finder.py, control_generator_routes.py. Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>	2026-03-13 09:36:14 +01:00
Benjamin Admin	de19ef0684	feat(control-generator): 7-stage pipeline for RAG→LLM→Controls generation ... Implements the Control Generator Pipeline that systematically generates canonical security controls from 150k+ RAG chunks across all compliance collections (BSI, NIST, OWASP, ENISA, EU laws, German laws). Three license rules enforced throughout: - Rule 1 (free_use): Laws/Public Domain — original text preserved - Rule 2 (citation_required): CC-BY/CC-BY-SA — text with citation - Rule 3 (restricted): BSI/ISO — full reformulation, no source traces New files: - Migration 046: job tracking, chunk tracking, blocked sources tables - control_generator.py: 7-stage pipeline (scan→classify→structure/reform→harmonize→anchor→store→mark) - anchor_finder.py: RAG + DuckDuckGo open-source reference search - control_generator_routes.py: REST API (generate, review, stats, blocked-sources) - test_control_generator.py: license mapping, rule enforcement, anchor filtering tests Modified: - __init__.py: register control_generator_router - route.ts: proxy generator/review/stats endpoints - page.tsx: Generator modal, stats panel, state filter, review queue, license badges Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>	2026-03-13 09:03:37 +01:00