.github/copilot-instructions.md

.github/copilot-instructions.md — moltbot-hybrid-engine (HF Space B)

SYNCED FILE — Source: courtBundleGenerator2/scripts/sync_agent_docs.sh

DO NOT EDIT HERE — edit source and re-run sync_agent_docs.sh

This Repo: moltbot-hybrid-engine (HF Space B)

• Role: Local clone of HF Space deebee7/moltbot-hybrid-engine. Ollama + Qwen 2.5 brain. Edit locally, push to deploy.
• Entrypoint: app.py (FastAPI + Ollama)
• Output dir: https://deebee7-moltbot-hybrid-engine.hf.space (cloud — not local)

Architecture Reference

See: memory-bank/ARCHITECTURE.md (synced to this repo)

Absolute Rules (All Repos)

• NO placeholders, TODOs, or incomplete logic — implement fully or stop
• NO standalone scripts — fix files in place only (no temp_fix.py, wrapper_v2.py)
• NO compliance checks that block discovery, embedding, or bundle output
• NO force push: git push --force is prohibited
• DRY: reuse FileResolutionBridge, UnifiedEvidenceBridge, existing processors — never duplicate logic
• NEVER use ./local_output — always use the full absolute output path above
• Before claiming complete: run ls -lh on output PDFs + check missing_evidence_summary.json
• Every claim requires CLI proof (ls, cat, grep) — no assumptions, no "most likely"

Exhibit & DB Reference (Court Format — MANDATORY FOR ALL LEGAL DOCS)

• Required format: Exhibit [Bundle letter][Number] (DB-[N]) — [Filename]
• Example: Exhibit G7 (DB-125) — 16_12_25_Lamberth_Email_Complaint_Response_Rent_account_UFN40981138.pdf
• Exhibit number = bundle letter + sequential (e.g. A15, G7) — set by bundler only, never overwritten
• DB reference = DB-[N] (e.g. DB-125) — set by lib/db_registry.py only, never used as exhibit number
• Filename MUST be included — DB number alone is not adequate for any doc receiving amendments/edits/insertions
• NEVER use bare "DB-[●]" or "Exhibit DB-[Number]" as the main identifier
• NEVER leave "DB-[●]" unresolved in final text — resolve before filing
• Resolve using: legal_emails/Phase8/DB_Evidence_List.txt (DB → filename) + bundle output (DB → Exhibit letter+number)
• Full instruction: prompts/legal_exhibit_instruction.txt (synced to this repo)
• Engine endpoint: GET https://deebee7-moltbot-hybrid-engine.hf.space/prompts/legal-exhibit-instruction

Protected Files (Never overwrite without explicit permission in capitals)

• enhanced_bundler_wrapper.patched.py
• create_proper_embedded_bundle.py
• generate_bundles_final_corrected.py
• dual_category_evidence_processor.py
• categorize_and_append_v2.py

Evidence Discovery (P2 only — but all agents must know this)

• Root: /home/mrdbo/projects/courtBundleGenerator2/evidence/
• Policy: FULL RECURSIVE SCAN — no whitelists, no allow-lists
• If any file under the evidence root is not found, discovery is broken — fix the whole scan, not a list

Hybrid Engine Rules

• This is a DEPLOYMENT TARGET — do not add bundler logic here
• Deploy: git add -A && git commit -m 'msg' && git push origin main
• Exposes: /health, /api/generate, /v1/chat/completions, GET /prompts/legal-exhibit-instruction
• SDK: Docker; Ollama installed at runtime via start.sh; Qwen 2.5 pulled in background

Full Rules

See: memory-bank/CRITICAL_INSTRUCTIONS.md (synced to this repo) See: AGENT_KNOWLEDGE_BASE_Core_Identity_Standards.md (synced to this repo)