מחלץ את דיסציפלינת מניעת-ההזיות לבלוק קנוני אחד (docs/anti-hallucination-gate.md)
ומחיל אותו אחיד על כל הסוכנים — במקום שכל סוכן ימציא אותה מחדש ad-hoc (G2: בלי מסלולים מקבילים).
5 טכניקות, כל אחת מעוגנת במקור מקצועי:
- AH-1 עיגון-מקור (אפס ציטוט מהזיכרון) — Stanford RegLab/Magesh JELS 2025 (כלי-RAG משפטיים הוזים 17-33%)
- AH-2 quote-or-retract + AH-3 abstention — Anthropic Reduce-hallucinations
- AH-4 תיוג-ודאות — NIST AI RMF GenAI Profile + RAGAS
- AH-5 Chain-of-Verification — Dhuliawala et al. arXiv:2309.11495
הפצה DRY: הפניה ב-HEARTBEAT.md (נקרא ע"י כל סוכני Paperclip) + שורה אחידה בבלוק
'קרא לפני פעולה' של כל 8 הסוכנים, עם הערת-יישום לכל תפקיד (writer=read-only, qa=אוכף,
proofreader=אל תתקן לכיוון מונח משפטי, exporter=אפס מהות חדשה).
בנוסף: legal-ceo.md מקבל ידע על 'שטן מליץ (Gemini)' עם מדיניות on-demand טהורה —
לא בפייפליין, מופעל רק לבקשת חיים/דפנה, הפלט=לידים ליו"ר (לא לכותב, human-in-the-loop).
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Records the now-complete corpus citation graph: why native not Obsidian (G2),
the 6 opt-in node layers (precedent/topic/practice-area · halacha · gaps ·
digests), node size/color semantics, the Graph Analysis metrics
(PageRank/betweenness/community via web/graph_metrics.py), navigation, the
/api/graph/* endpoints, the key files, a how-to-extend recipe, the invariants
(G2/G5/UI2/UI4), and the PR history.
Adds docs/corpus-graph.md + a reference-table row in legal-ai/CLAUDE.md.
Docs only — no code change.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
n8n was unused and fully removed (Coolify service + containers + volumes
deleted 2026-06-06), so drop its row from the services table.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
PR #73 כתב שבידוד סוכני Paperclip "נאכף ברמת runtime" — אומת (2026-06-06)
שזה לא נכון: 14/16 הסוכנים על claude_local הרשמי שמריץ claude -p ב-cwd משותף,
ואין לו worktreeMode/-w (קיים רק ב-fork ה-deepseek). מתקן לתיאור מדויק +
הפניה ל-TaskMaster #104 (נסגר cancelled: "לתעד, לא לבדד").
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
כמה סשנים (chaim + סוכני Paperclip) רצים במקביל על אותו עץ-עבודה ~/legal-ai.
עץ אחד = ענף אחד משותף → סשן מחליף branch/משאיר WIP בזמן שאחר עובד → דריסה
ומירוץ-ענף. הכלל: כל עבודת-כתיבה דרך `git worktree add` ייעודי מ-origin/main;
אסור לערוך/לתייק בעץ הראשי כשייתכן שסשן אחר פעיל; ניקוי אחרי מיזוג.
מעלה את [[feedback_shared_worktree_branch_race]] מ"אמת branch לפני commit"
לכלל-בידוד מלא.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
הספ (docs/spec/, G1–G11) חובר לסוכני Paperclip דרך INV-AG1 אבל לא למסלול
שבו רוב הקוד נכתב בפועל — הסשן האינטראקטיבי של Claude Code. סוגר את הפער
לפני מחזור-2 (FU-9..15), שהוא כולו כתיבת-קוד.
שלוש שכבות אכיפה:
1. תיעוד — CLAUDE.md §"פרוטוקול כתיבת-קוד" + docs/spec בטבלת-הייחוס
2. hook — scripts/spec-guard.sh (PreToolUse על Edit/Write/MultiEdit, רשום
ב-.claude/settings.json) מזכיר פעם-בסשן בכל נגיעה בקובץ-קוד; non-blocking
3. PR — .gitea/PULL_REQUEST_TEMPLATE.md עם סעיף-חובה "Invariants"
המקבילה האינטראקטיבית ל-INV-AG1 שכבר אוכף על הסוכנים (HEARTBEAT §"קריאת-ספ").
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
TaskMaster's --tag selects the logical group inside a file, not which
tasks.json to write; the CLI resolves the file from cwd. Document the
canonical project-root-relative path and the cwd footgun.
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Six-phase upgrade of /training from a read-only dashboard into a full
Style Studio for managing Daphna's style corpus.
- Upload Sheet on /training: file → proofread preview → commit (no more
CLI-only `upload-training` skill).
- Rich corpus metadata: GET /api/training/corpus returns summary, outcome,
key_principles, page_count, parties (regex), legal_citation, lessons_count.
PATCH endpoint for chair edits. CorpusDetailDrawer with 4 tabs (details
/content/lessons/patterns) replaces the bare table row.
- LLM metadata enrichment: style_metadata_extractor + MCP tools
(style_corpus_enrich, style_corpus_pending_enrichment) fill summary
/outcome/key_principles via claude_session (free, host-side).
- Per-decision lessons: new decision_lessons table + 4 REST endpoints +
LessonsTab in drawer; hermes-curator now auto-posts findings as
decision_lessons(source=curator).
- Curator Portrait tab: prompt rendered with link to Gitea, recent
curator findings, style_analyzer training prompts, propose-change
form that writes proposals to data/curator-proposals/ for manual
chair review (no auto-mutation of the agent file).
- Style chat tab: SSE-streamed conversations with the style agent.
New host-side pm2 service (legal-chat-service, port 8770) wraps
claude CLI with stream-json + --resume continuation; FastAPI proxies
via host.docker.internal. Zero API cost — uses chaim's claude.ai
subscription. chat_conversations + chat_messages persist history.
Architecture: keeps the existing rule that claude_session only runs
on the host (not the container). The new legal-chat-service is the
canonical bridge between the container and the local CLI for the chat
feature; everything else (upload, metadata, lessons) stays within the
container's existing capabilities.
Audit script (scripts/audit_training_corpus.py) included for verifying
which corpus rows still need enrichment.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Model drift (instructions → match DB):
- CEO: claude-sonnet-4-6 → claude-opus-4-6 (DB runs opus; CEO needs opus quality)
- מנתח/כותב/מגיה: claude-opus-4-7 → claude-opus-4-6 (DB runs 4-6; no 4-7 in adapter)
legal-proofreader.md:
- {issue-id} placeholder → $PAPERCLIP_TASK_ID בשני המקומות (done + blocked)
legal-researcher.md:
- הוסף reference ל-HEARTBEAT.md בראש הקובץ
legal-qa.md:
- הבהרת שיטת בדיקת corpus_queries_logged: grep ידני בלבד, לא validate_decision
CLAUDE.md (curator):
- הוסף תהליך אישור הצעות curator: comment → חיים מאשר → commits ל-SKILL.md/lessons.md
maxConcurrentRuns CEO: כבר 2 ב-DB — לא נדרש שינוי
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
- Document emit_case_status_webhook flow and plugin integration
- Document stale-case-reminder and weekly-feedback-analysis jobs
- Fix paperclip_api.py vs paperclip_client.py (both exist, api.py is current)
- Add warning: weekly-feedback-job CEO has no issueId
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
CEO wakes for weekly-feedback-job via agents.invoke without issueId,
so $PAPERCLIP_TASK_ID is empty. Removed steps 4-5 (comment + close
issue) from handler — now file-write only with stdout logging.
Also commits pending docs and agent instructions from prior session.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
A/B test (2026-05-05) showed DeepSeek V4-Pro is 2-3x faster and ~20x cheaper
than Sonnet for style/lexicon pattern analysis, with comparable quality.
Adds adapters/deepseek-paperclip-adapter/ package, documents adapter requirements
(env injection, run-id headers), updates CLAUDE.md with adapter integration notes,
and records lessons from ערר 1200-25 (block order for 1xxx, "להלן מתוך" pattern,
expanded factual background, bridge planning analysis, flat heading structure).
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
Brings the legal-ai ↔ Paperclip integration in line with the official
Paperclip skill. Net effect: HEARTBEAT.md -47% (370→195 lines), all 14
agents on uniform runtime_config + budget + instructionsBundleMode, and
two cross-company helpers replacing manual SQL.
Highlights:
- HEARTBEAT.md refactor: project-specific only, delegates to the official
paperclipai/paperclip skill (loaded per agent). Adds heartbeat-context
fast-path (§1.7) and PAPERCLIP_WAKE_PAYLOAD_JSON shortcut (§1.5).
- Issue Thread Interactions API: legal-ceo.md now uses
ask_user_questions / request_confirmation / suggest_tasks instead of
free-text comments — gives chair structured UI with idempotency keys.
- pc.sh + paperclip_api.pc_request: every API call goes through helpers
that inject Authorization + X-Paperclip-Run-Id (audit trail).
- sync_agents_across_companies.py: master(CMP)→mirror(CMPA) sync via
Paperclip API, idempotent, with --verify and --apply modes.
- skills/new-company-setup: 11-step blueprint distilling all 11 gaps
into a single onboarding runbook for the next company.
- .taskmaster: 12 tasks covering each gap (one already closed: #29).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Two latent issues surfaced today while watching the case 8174-24
end-to-end run, both worth documenting and engineering around because
they will recur on every future case.
Bug 1 — issue.released flips done→todo
After an agent successfully PATCHes its issue to "done", Paperclip's
internal issue.released action reverts the status to "todo" within
~30 seconds. This triggers a fresh wakeup of the same agent on a
task that is already complete.
Reproduced on CMPA-18 (30/04/26):
18:14:57 agent PATCH → status: done
18:15:35 Paperclip → issue.released → status: todo
18:15:54 new researcher run started
The fix at the right altitude (Paperclip itself) is outside our repo.
Mitigation in HEARTBEAT.md §3 — when an agent boots and finds the
issue in `todo` while expected outputs (file, DB rows) already exist,
it must short-circuit: post a "no change" comment, PATCH back to done,
and exit. Costs ~$0.20 per false wakeup but breaks the loop.
Bug 2 — Bash backtick trap on long comment bodies
Researcher agent built a curl pipeline like:
curl ... -d "$(python3 -c "body = '''...
📁 קובץ מחקר: `/path/to/file.md`
'''")"
The backticks around the file path (markdown convention) get
evaluated by the OUTER bash $(...) as command substitution. Bash
then tries to exec /path/to/file.md, which is not executable, and
prints "Permission denied" — a misleading error since the actual
file ownership is fine. The curl itself succeeded; only the bash
prelude noised up the log.
Fix in HEARTBEAT.md §4א: long bodies must go via Write→tempfile
then `curl -d @file`. Avoids every shell quoting edge case.
Files:
• docs/paperclip-quirks.md — new. Full writeup of both bugs plus
two prior known-quirks (CEO auto-block in_progress, INSERT vs
API for wakeups). Each section: what happens, empirical evidence
from logs, impact, workaround, status.
• .claude/agents/HEARTBEAT.md — added the self-recovery section to
§3 and the temp-file pattern to §4א. The temp-file pattern is the
canonical answer for any agent posting markdown comments —
applies to all 7 agents in this skill set.
• CLAUDE.md — referenced the new doc from the docs index.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Captures the full deletion procedure we worked out empirically while
wiping case 8174-24 for a clean rerun. Covers all four systems where
case state lives, in dependency order:
1. legal-ai DB + on-disk dir — DELETE /api/cases?remove_files=true
(now actually works after 903fb4d added the missing db.delete_case)
2. Paperclip DB — no API; raw SQL with explicit FK-blocker ordering
(issue_comments, cost_events, finance_events, feedback_votes,
issue_inbox_archives, issue_read_states must go before issues;
heartbeat_runs.wakeup_request_id must be NULLed before
agent_wakeup_requests can be deleted)
3. Gitea — DELETE /api/v1/repos/cases/{N}
4. Verification queries for each system
Two gotchas worth highlighting in the doc:
• The case directory inside /data/cases is owned by root because the
container runs as root — host-side rm needs sudo, or use the API
(rmtree happens inside the container).
• Paperclip projects are referenced via name LIKE '%{N}%' since
there's no slug column. Stricter matching is recommended if N
appears in multiple project names.
Linked from legal-ai/CLAUDE.md docs index. A future scripts/delete-case.sh
that automates the runbook with a confirmation prompt is noted as TODO
inside the runbook itself.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Missing entries added:
- product-specification.md (business/product spec)
- new-company-setup-guide.md (CMPA setup)
- audit-report.md
- case-migration-tracker.md
- decision-block-mapping.md
All 14 files in docs/ are now indexed in CLAUDE.md.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
These are source extractions that fed into decision-methodology.md.
Not read by agents — kept as audit trail for methodology origins.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Delete web/static/index.html and design-system.css (replaced by Next.js)
- Remove GET / HTML route and StaticFiles import from app.py
- CLAUDE.md: document that web/ = FastAPI API, web-ui/ = Next.js frontend
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Active scripts (5): auto-sync-cases.sh, backup-db.sh, restore-db.sh,
notify.py, bidi_table.py
Archived (17): one-time migration/seeding scripts whose functionality
is now in MCP server or web API. Moved to scripts/.archive/
Deleted (5): zero-value scripts (duplicates, hardcoded single-case,
debug scripts)
Added scripts/SCRIPTS.md — registry of all scripts with purpose,
status, and what superseded them. CLAUDE.md updated with rule:
any script change requires SCRIPTS.md update.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- auto-sync-cases.sh: fix broken directory scan (was looking for
status subdirs that don't exist), fix env var word-splitting bug,
add safe.directory handling and error logging
- cases.py: auto-create Gitea repo on case_create, fix
documents/original → documents/originals naming mismatch
- app.py: add GET /api/cases/{case_number}/git-status endpoint
- web-ui: add SyncIndicator component in case header showing
sync status (synced/pending/no remote) with last commit time
- pyproject.toml: add httpx dependency
- CLAUDE.md: update Paperclip wakeup API docs
- settings page: switch tag input from Select to free-text with datalist
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
The agents used /api/agents/{id}/wake (404) with a fallback of INSERT
INTO agent_wakeup_requests. The DB insert creates only the wakeup
record without a heartbeat_run, so the Paperclip dispatcher never
processes it — agents get stuck in queued forever.
Fix:
- All agents: /wake → /wakeup (correct Paperclip API endpoint)
- Remove all DB INSERT fallbacks, replace with warning
- Document the rule in CLAUDE.md: always API, never DB insert
- Save to memory for future conversations
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Deleted from Coolify (was exited:unhealthy since Apr 7)
- Updated CLAUDE.md service table: Paperclip is now pm2/local
- Removed Docker skills path fallback in app.py (always use local)
- Removed old paperclip-bug-report.md
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
"בית ספר להחלטות" Phase 2 — the system now has formal analytical
methodology for building quasi-judicial decisions, separate from
Dafna's writing style (SKILL.md) and content checklists.
What was done:
- Downloaded 5 authoritative sources (~341K words): FJC Judicial
Writing Manual (1991+2020), Garner Legal Writing in Plain English,
Posner How Judges Think, Scalia/Garner Making Your Case
- Extracted principles from all sources into intermediate docs
- Synthesized into docs/decision-methodology.md (3,400 words,
12 sections, 10 guiding principles)
- Integrated methodology into block-yod prompt via {methodology_guidance}
- Restructured legal-writer agent workflow to follow analytical stages
- Made "answer all claims" flexible (bundle/skip via chair_directions)
- Added methodology compliance check (#7) to legal-qa agent
- Updated all knowledge files (CLAUDE.md, SKILL.md, lessons, corpus)
Three-layer architecture:
1. Methodology (decision-methodology.md) — universal, how to think
2. Content checklists (lessons.py) — specific per appeal subtype
3. Style (SKILL.md) — Dafna's personal writing patterns
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
- Remove cases/new|in-progress|completed subdivision (status managed in DB)
- Rename documents/original → documents/originals (consistent plural)
- Move exports from global data/exports/ into cases/{num}/exports/
- Add documents/research/ for case law and analysis files
- Update all agents, scripts, config, web API endpoints, and DB paths
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
web/static/index.html: Complete redesign with clean modern layout:
- RTL Hebrew throughout
- Two-column layout: upload zone + pending files
- Cleaner drag & drop with visual feedback
- Improved classification form with radio buttons
- Better progress tracking display
- Status bar with system metrics
CLAUDE.md: Updated Gitea URL to new org ezer-mishpati/legal-ai
Closesezer-mishpati/legal-ai#1
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
New endpoints: outcome, direction, claims, QA validation, learning loop,
document text retrieval. Updated Dockerfile and project documentation.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Ezer Mishpati - AI legal decision drafting system with:
- MCP server (FastMCP) with document processing pipeline
- Web upload interface (FastAPI) for file upload and classification
- pgvector-based semantic search
- Hebrew legal document chunking and embedding
