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compound-mind

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.

cassh100k0 source installs☆ 0 Repository stars

Installation

Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.

SkillHub CLI

skillhub install cassh100k/compound-mind

Inspect the source and compatibility requirements, then follow its installation steps.

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View source ↗Guides

Skill instructions

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 Cl...

Source information

Source
github
Repository
openclaw/skills
Path
skills/cassh100k/compound-mind
Version
—
Commit
4a812120fa8d71e0459d73e62015a354659c50ba
Classification source
rules
Status
active
Visibility
public

These signals come from indexed source analysis and may lag behind changes. Check the current source files.

Extracted content

SKILL.md
# 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

```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

```
compound-mind/
  compound_mind.py    - Main CLI
  distill.py          - Experience distiller (uses Cl...

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