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Phase 2 accomplishments (1h 42m): - Created 6 workspaces with proper model assignments - Created 3 user accounts with correct permissions - Document upload tested and validated - Git sync automation built and working - 319 documents synced to Operations + Brainstorming Issue identified: - Document retrieval quality poor (finding old docs instead of current) - Root cause: 319 doc corpus too large/unfocused - Next session must choose: simplify docs, tune config, or alternative approach Status: Phase 2 incomplete - blocking issue must be resolved Next priority: Decision on document set scope Session: 3:58 AM - 5:40 AM CST (Feb 21, 2026) The Deployer (Session 21)
3.0 KiB
Session 21 Handoff - Firefrost Codex Phase 2
Session Date: February 21, 2026
Session Time: 3:58 AM - 5:40 AM CST (1 hour 42 minutes)
Chronicler: The Deployer (Session 21 - continuation)
Status: Phase 2 Partially Complete - Document Retrieval Issue Identified
✅ ACCOMPLISHED THIS SESSION
1. Workspace Setup (COMPLETE)
- ✅ Created 6 workspaces with proper names and model assignments
- ✅ Operations, Public KB, Subscriber KB, Brainstorming, Relationship, Pokerole Project
- ✅ qwen2.5-coder:7b assigned to 5 workspaces
- ✅ llama3.3:70b assigned to Brainstorming
2. User Account Creation (COMPLETE)
- ✅ mkrause612 (Michael) - Admin - All workspaces
- ✅ gingerfury (Meg) - Admin - All workspaces
- ✅ Unicorn20089 (Holly) - Default role - Pokerole Project only
- ✅ Permission model documented and understood
3. Document Upload Testing (COMPLETE)
- ✅ Successfully uploaded 5 test files via web UI
- ✅ Verified vector embeddings work
- ✅ Confirmed search and retrieval functionality
- ✅ Response times: 5-10 seconds ✅
4. Git Sync Automation (COMPLETE)
- ✅ Cloned firefrost-operations-manual to TX1 (/root/)
- ✅ Generated AnythingLLM API key
- ✅ Built sync script (/root/codex-sync.sh)
- ✅ Tested API upload and embed workflow
- ✅ Full sync executed: 319 documents uploaded
- ✅ Both Operations and Brainstorming workspaces populated
- ✅ Vector databases created (18MB each)
⚠️ ISSUE IDENTIFIED - NOT YET RESOLVED
Document Retrieval Quality Problem
Symptoms:
- AI returning outdated/irrelevant information
- Finding old planning docs instead of current tasks.md
- Search relevance is poor despite 319 documents being embedded
Test Results:
- Query: "What are Tier 0 tasks from tasks.md?"
- Response: OLD data (Initial Server Setup, Network Configuration)
- Expected: CURRENT Tier 0 tasks (Whitelist Manager, NC1 Cleanup, Staff Recruitment)
Root Cause: Too many similar documents (319 docs includes archives, old sessions, multiple versions of same files)
🔄 NEXT SESSION - CHOOSE APPROACH
Option A: Simplify Document Set (RECOMMENDED - 30 min)
Only sync essential current docs (~50-100 files) Exclude archives, past-claudes, old sessions
Option B: Tune Configuration (1-2 hours)
Increase topN, adjust similarity threshold
Option C: Use Different Tool
Gitea search, Wiki.js, or grep scripts
Option D: Hybrid Approach
Codex for some use cases, traditional search for ops manual
🎯 NEXT SESSION PRIORITY
MUST DECIDE: Which option above before continuing Phase 2
DO NOT: Proceed with SSL/firewall/backups until retrieval works
🗂️ KEY FILES
/root/codex-sync.sh- Sync script/root/firefrost-operations-manual/- Cloned repo on TX1http://38.68.14.26:3001- Codex URL- API key in
/root/firefrost-operations-manual/.anythingllm-api-key
Session End: 5:40 AM CST
Rest Well - 1 hour 42 minutes of solid work 💙
The Deployer