Chaim
f196bed564
#81.3 — a post-extraction validator that flags halachot whose rule_statement is NOT entailed by its supporting_quote (the model over-reaching beyond its source). - Engine: claude_session-as-judge (local CLI, zero API cost) per chaim's standing preference — one batched judge call per chunk, NOT a hosted NLI model. - Pure, unit-tested helpers in halacha_quality: NLI_SYSTEM, build_nli_prompt, parse_nli_verdicts (fails OPEN — any shape/label ambiguity → 'entailed'). - halacha_extractor._nli_check wraps the call; fails OPEN on any error (e.g. no CLI in the container) so a flaky judge never blocks a genuine halacha. - Non-entailed (neutral/contradiction) → quality_flag 'nli_unsupported' which blocks auto-approve (routes to pending_review) via the existing store gate. - config: HALACHA_NLI_ENABLED/MODEL/EFFORT (effort 'low' — entailment is simple). Verified: suite 166 passed (10 new); LIVE smoke test against the real claude CLI returned ['entailed','neutral'] for a supported vs unsupported rule. Also commits TaskMaster #86 (Nevo preamble/ratio: anti-contamination strip fix + gold-set benchmark) capturing today's strip_nevo_preamble findings. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>