Phase C — scripts/cull_principles.py: re-adjudicates every existing 'original' principle with the SAME panel regime (panel_keep_score → classify → apply_cap), reversible (CSV backup + rejected canonical recoverable), usage-throttled. panel_extraction.panel_keep_score + apply_cap (shared, G2). Dry-run on 3 decisions: 37→15 survive. Phase D — services/principles.py: source-derived label הלכה (binding court) / כלל פרשני (committee) / עיקרון (persuasive); umbrella עקרונות משפטיים. Wired into canonical_halacha_get/list (principle_class+principle_label). UI string changes deferred to the Claude Design gate. spec INV-LRN7; SCRIPTS.md; 7 new tests; 428 green. Phase E needs no new code — synthesis already targets pending_synthesis, which the cull leaves only on survivors (rejected canonicals → 'rejected'). Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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