memory-consolidation

Included with Lifetime

$97 forever

Periodic "sleep-like" memory optimization. Detects patterns, resolves conflicts, applies decay, and transfers knowledge across contexts.

General

What this skill does


# Memory Consolidation

Cross-session learning through periodic memory optimization, inspired by how biological sleep consolidates memories.

## When to Run

| Frequency | Type | Duration | Purpose |
|-----------|------|----------|---------|
| Daily | Light | ~2 min | Health check, quick cleanup |
| Weekly | Standard | ~10 min | Full consolidation |
| Monthly | Deep | ~30 min | System-wide optimization |

## Consolidation Phases

### Phase 1: Pattern Detection
Identify recurring patterns across memories:
- Similar problems solved multiple ways
- Frequently co-accessed memories
- Successful strategies repeated

### Phase 2: Schema Formation
Create higher-level abstractions:
- "When X happens, Y usually works"
- Merge similar memories into schemas
- Reduce redundancy

### Phase 3: Conflict Resolution
Detect and resolve contradictions:
- Same problem, different solutions stored
- Outdated information conflicting with new
- Decide which to keep based on recency + success

### Phase 4: Temporal Decay
Apply time-based forgetting:
- Unused memories decay in Q-value
- Very old, never-accessed memories pruned
- Keep core knowledge stable

### Phase 5: Cross-Context Transfer
Share useful patterns between contexts:
- Debugging insight useful for coding
- Research finding applicable to implementation
- Generalize specific solutions

### Phase 6: QAVR Sync
Update Q-value rankings based on consolidation:
- Boost patterns with high success
- Demote patterns that didn't work
- Rebalance context weights

## Output Report

```markdown
## Memory Consolidation Report

**Date**: [timestamp]
**Type**: [Light/Standard/Deep]
**Duration**: [X minutes]

### Health Metrics
- Total memories: X
- Active (accessed 30d): X
- Dormant (no access 30d): X
- Conflicts detected: X
- Patterns identified: X

### Actions Taken
- Memories merged: X
- Memories pruned: X
- Schemas created: X
- Conflicts resolved: X
- Cross-context transfers: X

### Top Patterns Identified
1. [pattern description]
2. [pattern description]
3. [pattern description]

### Recommendations
- [suggestion for improvement]

### System Health Score
[X/100]
```

## Usage

### Manual Invocation
```
/memory-consolidation daily   # Quick health check
/memory-consolidation weekly  # Standard consolidation
/memory-consolidation monthly # Deep optimization
```

### Automated Scheduling
Configure in clawdbot.json:
```json
{
  "memory": {
    "consolidation": {
      "daily": "03:00",
      "weekly": "sunday 04:00",
      "monthly": "1st 05:00"
    }
  }
}
```

## Benefits

1. **Reduced Noise**: Old, unhelpful memories pruned
2. **Better Retrieval**: Patterns surface useful info
3. **Conflict-Free**: No contradictory advice
4. **Cross-Pollination**: Insights shared across domains
5. **Efficiency**: Less storage, faster queries

Files: 1

Size: 3.0 KB

Complexity: 11/100

Category: General

Source: https://github.com/kimasplund/clawdbot-skills-pack/tree/main/memory-learning/memory-consolidation

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