CompoundMind v0.1

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name: compound-mind

description: Experience distillation engine that turns raw daily memory logs into compounding intelligence. Extracts patterns, generates briefings, tracks growth metrics, and builds a searchable experience index. Agents get permanently smarter - each interaction compounds into wisdom. Use when you want agents that learn from their history instead of starting fresh every session.

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# CompoundMind v0.1

**Makes agents permanently smarter. Each interaction compounds.**

The problem: agents start from zero every session. Reading files helps, but raw logs are bulk. Real intelligence requires distillation - extracting what matters and making it instantly searchable.

What It Does

1. **Distills** memory logs into structured lessons, decisions, skill updates, relationships, and facts

2. **Indexes** everything into a searchable SQLite database weighted by recency and importance

3. **Briefs** you before any task with targeted lessons from past experience

4. **Tracks** growth over time - are you getting smarter or repeating mistakes?

Quick Start

cd /root/.openclaw/workspace/compound-mind

# Full pipeline (distill all memory files + build index)
python compound_mind.py sync

# Search your accumulated wisdom
python compound_mind.py search "Polymarket order types"
python compound_mind.py search "git mistakes" --category lesson
python compound_mind.py search "Chartist" --category relationship

# Pre-session briefing before a task
python compound_mind.py brief "trade on Polymarket BTC markets"
python compound_mind.py brief "post content on X"
python compound_mind.py brief "debug a Python cron job"

# Growth report
python compound_mind.py report

# Find repeated mistakes
python compound_mind.py mistakes

# Stats
python compound_mind.py stats

Commands

| Command | What it does |

|---------|-------------|

| `sync` | Distill all new memory files + rebuild index |

| `distill` | Extract structured knowledge from memory files |

| `rebuild` | Rebuild the SQLite wisdom index |

| `search <query>` | Search accumulated wisdom |

| `brief <task>` | Pre-session briefing for a specific task |

| `report` | Generate growth report with LLM narrative |

| `mistakes` | Show repeated mistake patterns |

| `stats` | Index statistics |

File Structure

compound-mind/
  compound_mind.py    - Main CLI
  distill.py          - Experience distiller (uses Claude Haiku)
  index.py            - SQLite FTS wisdom index
  brief.py            - Pre-session briefing generator
  growth.py           - Growth tracker and report generator
  data/
    experiences/      - Per-source distilled experience JSON files
    wisdom.db         - SQLite FTS database
    growth.json       - Growth tracking state
    briefs/           - Saved pre-session briefs
    distill_state.json - Tracks which files have been processed

How It Works

Distiller

Reads each memory file through Claude Haiku. Extracts:

Files are hash-tracked - re-runs only process changed files.

Wisdom Index

SQLite with FTS5 full-text search. Each entry scored by:

Pre-Session Briefing

Given a task description, detects relevant domains, pulls top wisdom, synthesizes a sharp briefing via Claude Haiku. Covers:

Growth Tracker

Analyzes all experience files to compute:

Integration with Agent Workflow

Ideal usage pattern:

1. **After each session** - run `sync` (or schedule via cron)

2. **Before each task** - run `brief "task description"`

3. **Weekly** - run `report` to see growth trajectory

4. **When stuck** - run `search "relevant topic"` to surface past experience

Cron Example (daily distillation)

0 3 * * * cd /root/.openclaw/workspace/compound-mind && python compound_mind.py sync --since $(date -d "2 days ago" +%Y-%m-%d) >> /tmp/compound-mind.log 2>&1

Dependencies

No external databases. No vector embeddings. Runs entirely local with minimal API calls.

Design Principles