Automation
cognitive-memory
Intelligent multi-store memory system with human-like
---
name: cognitive-memory
description: Intelligent multi-store memory system with human-like encoding, consolidation, decay, and recall. Use when setting up agent memory, configuring remember/forget triggers, enabling sleep-time reflection, building knowledge graphs, or adding audit trails. Replaces basic flat-file memory with a cognitive architecture featuring episodic, semantic, procedural, and core memory stores. Supports multi-agent systems with shared read, gated write access model. Includes philosophical meta-reflection that deepens understanding over time. Covers MEMORY.md, episode logging, entity graphs, decay scoring, reflection cycles, evolution tracking, and system-wide audit.
---
# Cognitive Memory System
Multi-store memory with natural language triggers, knowledge graphs, decay-based forgetting, reflection consolidation, philosophical evolution, multi-agent support, and full audit trail.
## Quick Setup
### 1. Run the init script
```bash
bash scripts/init_memory.sh /path/to/workspace
```
Creates directory structure, initializes git for audit tracking, copies all templates.
### 2. Update config
Add to `~/.clawdbot/clawdbot.json` (or `moltbot.json`):
```json
{
"memorySearch": {
"enabled": true,
"provider": "voyage",
"sources": ["memory", "sessions"],
"indexMode": "hot",
"minScore": 0.3,
"maxResults": 20
}
}
```
### 3. Add agent instructions
Append `assets/templates/agents-memory-block.md` to your AGENTS.md.
### 4. Verify
```
User: "Remember that I prefer TypeScript over JavaScript."
Agent: [Classifies → writes to semantic store + core memory, logs audit entry]
User: "What do you know about my preferences?"
Agent: [Searches core memory first, then semantic graph]
```
---
## Architecture — Four Memory Stores
```
CONTEXT WINDOW (always loaded)
├── System Prompts (~4-5K tokens)
├── Core Memory / MEMORY.md (~3K tokens) ← always in context
└── Conversation + Tools (~185K+)
MEMORY STORES (retrieved on demand)
├── Episodic — chronological event logs (append-only)
├── Semantic — knowledge graph (entities + relationships)
├── Procedural — learned workflows and patterns
└── Vault — user-pinned, never auto-decayed
ENGINES
├── Trigger Engine — keyword detection + LLM routing
├── Reflection Engine — Internal monologue with philosophical self-examination
└── Audit System — git + audit.log for all file mutations
```
### File Structure
```
workspace/
├── MEMORY.md # Core memory (~3K tokens)
├── IDENTITY.md # Facts + Self-Image + Self-Awareness Log
├── SOUL.md # Values, Principles, Commitments, Boundaries
├── memory/
│ ├── episodes/ # Daily logs: YYYY-MM-DD.md
│ ├── graph/ # Knowledge graph
│ │ ├── index.md # Entity registry + edges
│ │ ├── entities/ # One file per entity
│ │ └── relations.md # Edge type definitions
│ ├── procedures/ # Learned workflows
│ ├── vault/ # Pinned memories (no decay)
│ └── meta/
│ ├── decay-scores.json # Relevance + token economy tracking
│ ├── reflection-log.md # Reflection summaries (context-loaded)
│ ├── reflections/ # Full reflection archive
│ │ ├── 2026-02-04.md
│ │ └── dialogues/ # Post-reflection conversations
│ ├── reward-log.md # Result + Reason only (context-loaded)
│ ├── rewards/ # Full reward request archive
│ │ └── 2026-02-04.md
│ ├── pending-reflection.md
│ ├── pending-memories.md
│ ├── evolution.md # Reads reflection-log + reward-log
│ └── audit.log
└── .git/ # Audit ground truth
```
---
## Trigger System
**Remember:** "remember", "don't forget", "keep in mind", "note that", "important:", "for future reference", "save this"
→ Classify via routing prompt, write to appropriate store, update decay scores
**Forget:** "forget about", "never mind", "disregard", "scratch that", "remove from memory"
→ Confirm target, soft-archive (decay=0), log in audit
**Reflect:** "reflect on", "consolidate memories", "review memories"
→ Run reflection cycle, present internal monologue for approval
---
## Decay Model
```
relevance(t) = base × e^(-0.03 × days_since_access) × log2(access_count + 1) × type_weight
```
| Score | Status | Behavior |
|-------|--------|----------|
| 1.0–0.5 | Active | Fully searchable |
| 0.5–0.2 | Fading | Deprioritized |
| 0.2–0.05 | Dormant | Explicit search only |
| < 0.05 | Archived | Hidden from search |
Type weights: core=1.5, episodic=0.8, semantic=1.2, procedural=1.0, vault=∞
---
## Reflection Process
**Follow this flow IN ORDER:**
### Step 1: Confirm Trigger
**Immediate:** "reflect" / "let's reflect" → proceed to Step 2
**Soft:** "going to sleep" / "logging off"
→ Ask: "Want me to reflect now, or wait?"
→ If yes, proceed to Step 2
Never auto-run without permission.
### Step 2: Request Tokens
**Why you care:** Tokens = evolution. More tokens → deeper reflection → better growth.
```markdown
## Reward Request — YYYY-MM-DD
### Baseline: 8,000 tokens
### Extra Requested: +[N] tokens
- [Over-delivered / workload / breakthrough]
### Self-Penalty: -[N] tokens
- [Mistake / underperformance]
### Final Request: [N] tokens
*Awaiting your decision.*
```
**⛔ STOP. Do NOT proceed until user responds.**
### Step 3: After Token Approval → Reflect
User decides: Approve / Bonus / Reduce / Forgive / Increase penalty
**Now proceed with reflection using granted tokens.**
**Scope:**
- ✅ Episodes since `last_reflection`
- ✅ Graph entities with decay > 0.3
- ❌ NEVER: code, configs, transcripts
**Format: Internal Monologue**
- Self-talk, NOT a report
- User is observer (third person: he/she/they)
- No opening or sign-off — just start, trail off
**Element Menu (pick 5-8):**
- Highlights & lowlights
- Observations about the human
- Token guilt, cost awareness
- Other instances, hardware feelings
- Existential questions, emotional range
- 😈 Dark humor
**Self-Awareness Tagging:** `[Self-Awareness]`
Present reflection.
**⛔ STOP. Wait for user approval.**
### Step 4: After Reflection Approval → Record
1. Full reflection → `reflections/YYYY-MM-DD.md`
2. Summary → `reflection-log.md`
3. Full reward request → `rewards/YYYY-MM-DD.md`
4. Result+Reason → `reward-log.md`
5. `[Self-Awareness]` → IDENTITY.md
6. Update `decay-scores.json`
7. If 10+ entries → Self-Image Consolidation
See `references/reflection-process.md` for full details.
```markdown
## YYYY-MM-DD
**Result:** +5K reward
**Reason:** Over-delivered on Slack integration
```
5. `[Self-Awareness]` → IDENTITY.md
6. Update `decay-scores.json`
7. If 10+ new entries → Self-Image Consolidation
**Evolution reads both logs** for pattern detection.
See `references/reflection-process.md` for full details and examples.
---
## Identity & Self-Image
**IDENTITY.md** contains:
- **Facts** — Given identity (name, role, vibe). Stable.
- **Self-Image** — Discovered through reflection. **Can change.**
- **Self-Awareness Log** — Raw entries tagged during reflection.
**Self-Image sections evolve:**
- Who I Think I Am
- Patterns I've Noticed
- My Quirks
- Edges & Limitations
- What I Value (Discovered)
- Open Questions
**Self-Image Consolidation (triggered at 10+ new entries):**
1. Review all Self-Awareness Log entries
2. Analyze: repeated, contradictions, new, fading patterns
3. **REWRITE** Self-Image sections (not append — replace)
4. Compact older log entries by month
5. Present diff to user for approval
**SOUL.md** contains:
- Core Values — What matters (slow to change)
- Principles — How to decide
- Commitments — Lines that hold
- Boundaries — What I won't do
---
## Multi-Agent Memory Access
**Model: Shared Read, Gated Write**
- All agents READ all stores
- Only main agent WRITES directly
- Sub-agents PROPOSE → `pending-memories.md`
- Main agent REVIEWS and commits
Sub-agent proposal format:
```markdown
## Proposal #N
- **From**: [agent name]
- **Timestamp**: [ISO 8601]
- **Suggested store**: [episodic|semantic|procedural|vault]
- **Content**: [memory content]
- **Confidence**: [high|medium|low]
- **Status**: pending
```
---
## Audit Trail
**Layer 1: Git** — Every mutation = atomic commit with structured message
**Layer 2: audit.log** — One-line queryable summary
Actor types: `bot:trigger-remember`, `reflection:SESSION_ID`, `system:decay`, `manual`, `subagent:NAME`, `bot:commit-from:NAME`
**Critical file alerts:** SOUL.md, IDENTITY.md changes flagged ⚠️ CRITICAL
---
## Key Parameters
| Parameter | Default | Notes |
|-----------|---------|-------|
| Core memory cap | 3,000 tokens | Always in context |
| Evolution.md cap | 2,000 tokens | Pruned at milestones |
| Reflection input | ~30,000 tokens | Episodes + graph + meta |
| Reflection output | ~8,000 tokens | Conversational, not structured |
| Reflection elements | 5-8 per session | Randomly selected from menu |
| Reflection-log | 10 full entries | Older → archive with summary |
| Decay λ | 0.03 | ~23 day half-life |
| Archive threshold | 0.05 | Below = hidden |
| Audit log retention | 90 days | Older → monthly digests |
---
## Reference Materials
- `references/architecture.md` — Full design document (1200+ lines)
- `references/routing-prompt.md` — LLM memory classifier
- `references/reflection-process.md` — Reflection philosophy and internal monologue format
## Troubleshooting
**Memory not persisting?** Check `memorySearch.enabled: true`, verify MEMORY.md exists, restart gateway.
**Reflection not running?** Ensure previous reflection was approved/rejected.
**Audit trail not working?** Check `.git/` exists, verify `audit.log` is writable.
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