SkillHub

compound-mind

v0.1.0

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 th...

Sourced from ClawHub, Authored by Cassh

Installation

Please help me install the skill `compound-mind` from SkillHub official store. npx skills add cassh100k/compound-mind

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: - Lessons - what worked, what failed, tagged by domain and outcome - Decisions - context + action + outcome triplets - Skill updates - evidence of capability improvement over time - Relationships - how each person communicates, what they prefer - Facts - specific knowledge worth keeping (wallet addresses, API patterns, config values)

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

Wisdom Index

SQLite with FTS5 full-text search. Each entry scored by: - FTS relevance (BM25) - Recency (exponential decay, 30-day half-life) - Importance (1-5 score assigned by distiller)

Pre-Session Briefing

Given a task description, detects relevant domains, pulls top wisdom, synthesizes a sharp briefing via Claude Haiku. Covers: - Critical lessons to remember - Past failures to avoid - Key facts and configs needed

Growth Tracker

Analyzes all experience files to compute: - Lesson positive/negative ratios by domain - Decision quality rates - Repeated mistake patterns (same negative lesson appearing across multiple dates) - Composite growth score (0-100)

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

  • Python 3.10+
  • anthropic Python SDK (for distillation and briefing)
  • SQLite3 (stdlib)
  • Memory files at /root/.openclaw/workspace/memory/

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

Design Principles

  • Incremental - only re-processes changed files
  • Cheap - uses Claude Haiku for extraction (low cost per memory file)
  • Fast - SQLite FTS5 for sub-second search
  • Honest - growth tracking measures actual quality, not just quantity
  • Composable - each module works standalone or as part of the pipeline