CompoundMind

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.

Cassh@cassh100k

Install

openclaw skills install @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

Distills memory logs into structured lessons, decisions, skill updates, relationships, and facts
Indexes everything into a searchable SQLite database weighted by recency and importance
Briefs you before any task with targeted lessons from past experience
Tracks growth over time - are you getting smarter or repeating mistakes?

Quick Start

bash

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

text

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:

After each session - run sync (or schedule via cron)
Before each task - run brief "task description"
Weekly - run report to see growth trajectory
When stuck - run search "relevant topic" to surface past experience

Cron Example (daily distillation)