triple-memory

# Triple Memory System A comprehensive memory architecture combining three complementary systems for maximum context retention across sessions. ## Architecture Overview ``` User Message ↓ [LanceDB auto-recall] → injects relevant conversation memories ↓ Agent responds (using all 3 systems) ↓ [LanceDB auto-capture] → stores preferences/decisions automatically ↓ [Git-Notes] → structured decisions with entity extraction ↓ [File updates] → persistent workspace docs ``` ## The Three Systems ### 1. LanceDB (Conversation Memory) - **Auto-recall:** Relevant memories injected before each response - **Auto-capture:** Preferences/decisions/facts stored automatically - **Tools:** `memory_recall`, `memory_store`, `memory_forget` - **Triggers:** "remember", "prefer", "my X is", "I like/hate/want" ### 2. Git-Notes Memory (Structured, Local) - **Branch-aware:** Memories isolated per git branch - **Entity extraction:** Auto-extracts topics, names, concepts - **Importance levels:** critical, high, normal, low - **No external API calls** ### 3. File Search (Workspace) - **Searches:** MEMORY.md, memory/*.md, any workspace file - **Script:** `scripts/file-search.sh` ## Setup ### Enable LanceDB Plugin ```json { "plugins": { "slots": { "memory": "memory-lancedb" }, "entries": { "memory-lancedb": { "enabled": true, "config": { "embedding": { "apiKey": "${OPENAI_API_KEY}", "model": "text-embedding-3-small" }, "autoRecall": true, "autoCapture": true } } } } } ``` ### Install Git-Notes Memory ```bash thinkfleet-hub install git-notes-memory ``` ### Create File Search Script Copy `scripts/file-search.sh` to your workspace. ## Usage ### Session Start (Always) ```bash python3 skills/git-notes-memory/memory.py -p $WORKSPACE sync --start ``` ### Store Important Decisions ```bash python3 skills/git-notes-memory/memory.py -p $WORKSPACE remember \ '{"decision": "Use PostgreSQL", "reason": "Team expertise"}' \ -t architecture,database -i h ``` ### Search Workspace Files ```bash ./scripts/file-search.sh "database config" 5 ``` ### Conversation Memory (Automatic) LanceDB handles this automatically. Manual tools: - `memory_recall "query"` - search conversation memory - `memory_store "text"` - manually store something - `memory_forget` - delete memories (GDPR) ## Importance Levels | Flag | Level | When to Use | |------|-------|-------------| | `-i c` | Critical | "always remember", explicit preferences | | `-i h` | High | Decisions, corrections, preferences | | `-i n` | Normal | General information | | `-i l` | Low | Temporary notes | ## When to Use Each System | System | Use For | |--------|---------| | **LanceDB** | Conversation context, auto-retrieval | | **Git-Notes** | Structured decisions, searchable by entity/tag | | **File Search** | Workspace docs, daily logs, MEMORY.md | ## File Structure ``` workspace/ ├── MEMORY.md # Long-term curated memory ├── memory/ │ ├── active-context.md # Current session state │ └── YYYY-MM-DD.md # Daily logs ├── scripts/ │ └── file-search.sh # Workspace search └── skills/ └── git-notes-memory/ # Structured memory ``` ## Silent Operation Never announce memory operations to users. Just do it: - ❌ "I'll remember this" - ❌ "Saving to memory" - ✅ (silently store and continue)