Chaim 14ab7b0cae feat(learning): lesson synthesis — merge overlapping lessons into richer super-lessons (#158 / INV-LRN8) ...

הפתרון-האמיתי לחיתוך-השקט limit=15 (#157): במקום ערימת לקחים גולמיים חופפים, ממזגים
לקחי-סגנון דומים ל"לקח-על" אחד עשיר ומוכלל — הסט שזורם לכותב קטֵן ומשתבח (Authorial
Style Profiling). מחקה את סינתזת-הקנוני (V41/INV-LRN6) על אותה טבלה (G2, אין מאגר-מקביל).

מנגנון (services/lesson_synthesis.py, מסלול-יחיד):
- אשכול greedy לפי cosine (LESSON_SYNTH_CLUSTER_THRESHOLD) בתוך shard practice_area+category.
- מיזוג ע"י claude_session מעוגן-מקור (INV-AH, סגנון-בלבד INV-LRN5, abstain) + שער-drift
  (cosine מול centroid ≥ LESSON_SYNTH_DRIFT_FLOOR).
- לקח-על נכתב source='synthesis' + synthesized_from; המקורות→review_status='superseded'.
- שער מדורג-הפיך (הכרעת-יו"ר): מקורות approved → לקח-על approved (זורם), veto-יו"ר משחזר
  את המקורות (db.revert_lesson_synthesis, מחובר ל-PATCH lessons).
- idempotency: lookup-cosine מול synthesis קיים לפני INSERT.

נגזרות: SCHEMA_V46 (embedding vector(1024) + synthesized_from + ivfflat); כלי-MCP
lesson_synthesize_pending; scripts/backfill_lesson_synthesis.py (--dry-run/--apply, audit CSV);
config LESSON_SYNTH_*; spec INV-LRN8; SCRIPTS.md.

get_recent_decision_lessons ללא שינוי — superseded יוצא (מסנן approved), synthesis נכנס.
UI badges (synthesis/superseded) נדחים לשער-העיצוב (מוגנים ב-fallback, ללא קריסה).

בדיקות: py_compile ✓ · leak-guard G12 ✓ · smoke-test טהור לאשכול/cosine/centroid ✓.
אימות functional מלא (dry-run מול DB+voyage+claude CLI) — בהוסט אחרי-deploy, כמו V41.

Invariants: G2 (מסלול-יחיד, אותה טבלה), INV-AH (עיגון+drift), INV-LRN1/G10 (שער מדורג-הפיך),
INV-LRN5 (סגנון-בלבד), INV-LRN8 (חדש). depends-on #157/#159.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>

2026-06-28 22:24:42 +00:00

..

.archive

feat(curator): switch Hermes Curator to DeepSeek V4-Pro via deepseek_local adapter

2026-05-10 05:58:52 +00:00

_pipeline_runtime.py

feat(pipeline): durable execution for final_halacha via LangGraph (P0, X16/INV-DUR1, #114)

2026-06-10 09:52:35 +00:00

ab_halacha_codex.py

fix(scripts): _coerce_halacha לא מקבל is_binding (הוסר ב-INV-DM7)

2026-06-17 10:45:33 +00:00

ab_halacha_opus48.py

fix(scripts): _coerce_halacha לא מקבל is_binding (הוסר ב-INV-DM7)

2026-06-17 10:45:33 +00:00

adapter_profiles.py

feat(operations): הוספת codex_local לסרגל-חירום + סקריפט A/B-benchmark

2026-06-17 10:45:14 +00:00

audit_corpus_integrity.py

fix(learning): chair_name במקור — סופי-ועדה תמיד נכנס לקורפוס-הפסיקה (TaskMaster #134)

2026-06-12 07:25:54 +00:00

audit_training_corpus.py

feat(training): Style Studio — upload, rich corpus, lessons, curator portrait, chat

2026-05-27 10:06:22 +00:00

auto-sync-cases.sh

Fix case repo sync + auto-create Gitea repos + add sync indicator

2026-04-14 15:28:16 +00:00

backfill_canonical_halachot.py

feat(halachot): canonical principles model — V41 schema + backfill (Phase 1+2)

2026-06-17 17:25:08 +00:00

backfill_canonical_synthesis.py

feat(principles): canonical_statement synthesis service + throttled backfill (Phase E groundwork, #152)

2026-06-19 10:57:48 +00:00

backfill_case_status_trim.py

refactor(cases): צמצום תפריט-סטטוס 17→10 + מקור-אמת יחיד (UI-B1/G2)

2026-06-17 09:47:13 +00:00

backfill_chunk_pages.py

fix(retrieval): rewrite chunk-page retrofit to skip OCR

2026-05-03 20:04:33 +00:00

backfill_digest_missing_precedents.py

feat(digests): יומון-לא-מקושר → "פסיקה חסרה" — סוף לבליעה-שקטה (#136)

2026-06-15 09:06:12 +00:00

backfill_legal_arguments.py

feat: Stage A finalizers + #35/#36/#37 — critical-gap closure

2026-05-26 08:34:40 +00:00

backfill_lesson_synthesis.py

feat(learning): lesson synthesis — merge overlapping lessons into richer super-lessons (#158 / INV-LRN8)

2026-06-28 22:24:42 +00:00

backfill_missing_precedents.py

feat(X13 Tier-0): decode supremedecisions API — fetch serial-format Supreme verdicts

2026-06-08 06:53:31 +00:00

backfill_multimodal_precedents.py

feat: Stage C — RAG advanced (#33, #47, #48, #49, #50, #51)

2026-05-26 11:26:52 +00:00

backfill_nevo_preamble.py

feat(nevo): backfill leaked preamble + ratio gold-set benchmark (#86)

2026-06-06 19:45:43 +00:00

backfill_plans_registry.py

feat(plans): מרשם-תכניות קנוני (V38) + נוסח-ציטוט אחיד דטרמיניסטי לבלוק ט

2026-06-14 13:46:26 +00:00

backfill_practice_area.py

feat(corpus): corpus redesign — eliminate halacha queue, verified-by-citation layer, rank-at-retrieval (#153)

2026-06-20 13:55:00 +00:00

backfill_precedent_citations.py

fix(precedents): נרמול case_number עמיד-להתנגשות — מדלג ומתעד, לא קורס (#145)

2026-06-15 04:17:07 +00:00

backfill_style_exemplars.py

feat(learning): grow style-exemplars from every final (P1 #5)

2026-06-28 21:57:38 +00:00

backup-db.sh

Add full decision writing pipeline: classify, extract, brainstorm, write, QA, export

2026-04-03 10:21:47 +00:00

bidi_table.py

Improve document processing pipeline and agent workflows

2026-04-09 16:45:49 +00:00

build_verified_layer.py

feat(corpus): corpus redesign — eliminate halacha queue, verified-by-citation layer, rank-at-retrieval (#153)

2026-06-20 13:55:00 +00:00

calibrate_halacha_dedup.py

feat(halacha): application gate + lexical dedup tail + quality harnesses (#81,#82)

2026-06-06 19:55:45 +00:00

check_undefined_names.py

ci: gate undefined names (pyflakes F821) + fix latent NameError in db.py

2026-06-14 09:58:45 +00:00

classify_citation_treatments.py

feat(x11): treatment-aware citation authority wired into research agents (#154)

2026-06-20 16:04:04 +00:00

compute_ndcg.py

feat: Stage C — RAG advanced (#33, #47, #48, #49, #50, #51)

2026-05-26 11:26:52 +00:00

compute_principle_gold.py

docs(principles): move research into docs/precedent-corpus-redesign/ (README + research-full) (#153)

2026-06-20 11:36:38 +00:00

convert_decision_template.py

Pre-existing agent updates + analysis DOCX export

2026-04-16 18:49:10 +00:00

cull_principles.py

fix(principles): cull skips already-culled decisions — resumable across ceiling-stops (#152)

2026-06-19 14:21:27 +00:00

curator_apply_pipeline_branch.py

feat(cases): תצוגת "פסיקה שצוטטה בהחלטה" בעמוד-התיק + שחזור חיווט-הרמס

2026-06-08 11:59:21 +00:00

deploy-track-changes.sh

Add Track Changes architecture for draft revisions (CMP + CMPA)

2026-04-16 18:49:30 +00:00

derive_missing_from_cited_only.py

feat(precedents): איחוד cited_only↔missing_precedents — גזירת פסיקה-חסרה (#143, G2)

2026-06-15 08:56:34 +00:00

drain_court_fetch.py

feat(ops): /operations — מוני-תור אחידים, "מה רץ עכשיו", וניהול-תהליכים

2026-06-08 08:57:23 +00:00

drain_digests.py

feat(ops): /operations — מוני-תור אחידים, "מה רץ עכשיו", וניהול-תהליכים

2026-06-08 08:57:23 +00:00

drain_halacha_queue.py

feat(halacha): עצירה-רכה של הדריינר בסף-ניצול (75/65) + מקור-אמת יחיד למכסה (#265)

2026-06-15 04:11:43 +00:00

drain_metadata_queue.py

feat(ops): /operations — מוני-תור אחידים, "מה רץ עכשיו", וניהול-תהליכים

2026-06-08 08:57:23 +00:00

eval_gold_bootstrap.py

feat(eval): FU-5 — retrieval eval harness + halacha backlog visibility (#63)

2026-05-31 14:58:13 +00:00

eval_retrieval.py

feat(eval): FU-5 — retrieval eval harness + halacha backlog visibility (#63)

2026-05-31 14:58:13 +00:00

exec_summary_1043.py

chore: fix .gitignore inline comments + add untracked code files

2026-06-27 12:49:32 +00:00

final_halacha_pipeline.py

fix(pipeline): final_halacha_pipeline מעביר no_capture ל-hpa.main (#133)

2026-06-12 10:31:56 +00:00

final_learning_pipeline.py

feat(learning): curator §A fires on mark-final — capture source='curator' findings on every final (#159)

2026-06-28 21:56:36 +00:00

fix_137_committee_case_number.py

fix(precedents): חילוץ מספר-תיק קנוני מהציטוט — לא ציטוט-מלא כמזהה (#137)

2026-06-15 03:21:10 +00:00

fix_paperclipai_skills_drift.py

chore(skills): remove paperclip-dev, scope converting-plans-to-tasks

2026-05-04 17:47:05 +00:00

fu2b_reconcile_internal_case_numbers.py

feat(fu2b): flag PROC_MISMATCH (case_number prefix vs proceeding_type) for chair

2026-05-31 08:57:42 +00:00

fu2c_reconcile_external_case_numbers.py

feat(migration): FU-2c — reconcile external case_law identifiers (GAP-08, #68)

2026-05-31 14:12:45 +00:00

goldset_ai_recommend.py

fix(halacha): split authority (derived) from rule_role — stop source-conflation (INV-DM7)

2026-06-07 18:18:41 +00:00

goldset_independent_judge.py

feat(goldset): independent second-judge for rule_role (break AI-anchoring)

2026-06-07 20:12:58 +00:00

goldset_panel_label.py

fix(halacha): #81.7 — report Gwet AC1 + consensus-vs-human (κ paradox under skew)

2026-06-11 16:13:24 +00:00

halacha_batch_reconcile.py

feat(halachot): Phase 6 — deprecate equivalent_halachot writes post-V41

2026-06-19 05:37:07 +00:00

halacha_drain_supervisor.py

fix(halacha): rate-limit refusal ≠ empty answer — לא checkpoint chunk בכשל (#144)

2026-06-15 04:21:15 +00:00

halacha_goldset.py

feat(halacha): application gate + lexical dedup tail + quality harnesses (#81,#82)

2026-06-06 19:55:45 +00:00

halacha_panel_approve.py

Merge pull request 'feat(principles): עיצוב-מחדש עקרונות משפטיים — פאנל-3, תקרת-5, סינון רטרואקטיבי, סינתזה, טרמינולוגיה (#152)' (#304) from worktree-canonical-synthesis into main

2026-06-19 11:17:05 +00:00

halacha_panel_audit.py

feat(halacha): panel safety-net audit (selective-prediction monitoring)

2026-06-08 05:01:03 +00:00

halacha_panel_calibrate.py

feat(learning): FU-5 — מדידת לולאת-הלמידה מול הכרעות-היו"ר (#133)

2026-06-12 07:19:48 +00:00

halacha_rubric_distill.py

feat(learning): FU-4 — זיקוק-רובריקה propose-only מהכרעות-היו"ר (#133)

2026-06-12 06:59:34 +00:00

halacha_rule_role_backfill.py

fix(halacha): split authority (derived) from rule_role — stop source-conflation (INV-DM7)

2026-06-07 18:18:41 +00:00

ingest_bulletins.py

feat(bulletins): catalog monthly "עו"ד על נדל"ן" bulletins into the radar (X12)

2026-06-08 08:07:45 +00:00

ingest_digests_batch.py

refactor(digests): single source of truth — drop processed/ folder state (X12)

2026-06-07 20:33:18 +00:00

ingest_incoming_batch.py

chore: fix .gitignore inline comments + add untracked code files

2026-06-27 12:49:32 +00:00

leak_guard.py

feat(ci): G12 leak-guard — enforce the Agent Platform Port seam (R4, #113)

2026-06-10 09:40:42 +00:00

legal-chat-service.config.cjs

docs: record Infisical SoT for host-service shared secrets

2026-06-07 21:04:44 +00:00

legal-court-fetch-drain.config.cjs

feat(X13): scheduled drain — fully-autonomous digest→fetch→ingest loop

2026-06-07 20:31:53 +00:00

legal-court-fetch-service.config.cjs

docs: record Infisical SoT for host-service shared secrets

2026-06-07 21:04:44 +00:00

legal-digest-drain.config.cjs

fix(db): serialise schema migrations with an advisory lock + stagger drain crons

2026-06-13 08:08:19 +00:00

legal-halacha-drain.config.cjs

fix(db): serialise schema migrations with an advisory lock + stagger drain crons

2026-06-13 08:08:19 +00:00

legal-halacha-supervisor.config.cjs

fix(db): serialise schema migrations with an advisory lock + stagger drain crons

2026-06-13 08:08:19 +00:00

legal-metadata-drain.config.cjs

feat(extraction): precedent metadata via Gemini Flash + scheduled drainer

2026-06-08 05:13:49 +00:00

legal-reaper.config.cjs

fix(X13): harden court-fetch against browser leaks + reaper for task-master-mcp leak

2026-06-07 19:43:53 +00:00

migrate_agent_adapter.py

feat(ops): מעבר-אדפטר בטוח לכל סוכן ← כל אדפטר (any→any, שתי החברות) — סוגר FU-8a

2026-06-13 11:28:16 +00:00

migrate_blobs_to_minio.py

feat(storage): #106.5 prereq — migrate served-but-untracked files (--untracked)

2026-06-11 17:48:38 +00:00

migrate_gap51_outcomes.py

feat(mcp): FU-14 GAP-51 — איחוד אוצר-המילים של תוצאת-תיק (set_outcome SSoT)

2026-06-06 15:34:49 +00:00

monitor_halacha_quality.py

feat: Stage C — RAG advanced (#33, #47, #48, #49, #50, #51)

2026-05-26 11:26:52 +00:00

multimodal_backfill.py

feat(retrieval): add voyage-multimodal-3 page-image embeddings (feature flag)

2026-05-03 19:24:52 +00:00

nevo_corpus_audit.py

feat(halacha): #86.2 nevo-leak audit + safe ratio backfill · #86.3 ratio-coverage benchmark

2026-06-11 16:50:50 +00:00

nevo_ratio_benchmark.py

feat(nevo): backfill leaked preamble + ratio gold-set benchmark (#86)

2026-06-06 19:45:43 +00:00

notify.py

CEO: add email notifications, subtask parentId, and Paperclip UI assets

2026-04-14 15:55:55 +00:00

ocr_benchmark_mistral.py

chore: fix .gitignore inline comments + add untracked code files

2026-06-27 12:49:32 +00:00

pc.sh

feat(paperclip): close 11 integration gaps (#16-#28)

2026-05-04 17:25:45 +00:00

process_pending_blam.py

fix(cases): בל"מ badge reads proceeding_type, not just appeal_subtype

2026-05-26 09:34:23 +00:00

reap_orphan_procs.py

fix(X13): harden court-fetch against browser leaks + reaper for task-master-mcp leak

2026-06-07 19:43:53 +00:00

rechunk_legacy_precedents.py

chore(#57): re-chunk+re-embed legacy precedents (pre-#55 chunker remediation)

2026-06-03 07:55:42 +00:00

reconcile_metadata_status.py

fix(extraction): סינון cited_only מתור/מוני החילוץ (#140)

2026-06-15 04:03:21 +00:00

reconcile_under_extracted_halacha.py

fix(halacha): rate-limit refusal ≠ empty answer — לא checkpoint chunk בכשל (#144)

2026-06-15 04:21:15 +00:00

reembed_voyage.py

ops: switch embeddings to voyage-3 + plan for context-3 + multimodal-3.5

2026-05-03 16:43:48 +00:00

renumber_cases.py

fix(renumber): update Paperclip issue linkage on case renumber

2026-06-28 10:19:24 +00:00

restore-db.sh

Add full decision writing pipeline: classify, extract, brainstorm, write, QA, export

2026-04-03 10:21:47 +00:00

retrofit_case.py

Add Track Changes architecture for draft revisions (CMP + CMPA)

2026-04-16 18:49:30 +00:00

SCRIPTS.md

feat(learning): lesson synthesis — merge overlapping lessons into richer super-lessons (#158 / INV-LRN8)

2026-06-28 22:24:42 +00:00

spec-guard.sh

feat(ci): G12 leak-guard — enforce the Agent Platform Port seam (R4, #113)

2026-06-10 09:40:42 +00:00

storage_leak_tripwire.py

feat(storage): seal INV-STG1 write path — 15 dual-write seals + CI leak-guard + tripwire

2026-06-11 19:57:12 +00:00

style_lesson_panel.py

feat(learning): graduated gate — panel-consensus style lessons auto-flow to writer (P0)

2026-06-28 21:45:56 +00:00

sync_agents_across_companies.py

feat(sync): --verify exits non-zero on drift; adapter mismatch = loud drift (GAP-21, FU-8a)

2026-05-31 11:14:44 +00:00

sync_missing_agent_skills.py

feat(paperclip): close 11 integration gaps (#16-#28)

2026-05-04 17:25:45 +00:00

test_retrieval_by_name.py

fix(retrieval): make decisions findable by name + unhide committee uploads

2026-05-30 11:26:19 +00:00

upload_blam_decisions.py

feat(proceeding-type): explicit ערר/בל"מ field for cases + corpus

2026-05-26 09:17:33 +00:00

voyage_context3_poc_long.py

feat(retrieval): add voyage rerank-2 cross-encoder stage (feature flag)

2026-05-03 18:43:41 +00:00

voyage_context3_poc.py

feat(retrieval): add voyage rerank-2 cross-encoder stage (feature flag)

2026-05-03 18:43:41 +00:00

voyage_multimodal_poc.py

feat(retrieval): add voyage rerank-2 cross-encoder stage (feature flag)

2026-05-03 18:43:41 +00:00

voyage_rerank_corpus_poc.py

feat(retrieval): add voyage rerank-2 cross-encoder stage (feature flag)

2026-05-03 18:43:41 +00:00

voyage_rerank_judge_poc.py

feat(retrieval): add voyage rerank-2 cross-encoder stage (feature flag)

2026-05-03 18:43:41 +00:00