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Ai Compound 1.0.1: AI & Machine Learning for Claude Code | AI Skill Market | AI Skill Market
Ai Compound 1.0.1
Make your AI agent learn and improve automatically. Reviews sessions, extracts learnings, updates memory files, and compounds knowledge over time. Set up nightly review loops that make your agent smar
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Compound Engineering
Make your AI agent learn automatically. Extract learnings from sessions, update memory files, and compound knowledge over time.
The idea: Your agent reviews its own work, extracts patterns and lessons, and updates its instructions. Tomorrow's agent is smarter than today's.
Quick Start
# Review last 24 hours and update memory
npx compound-engineering review
Create hourly memory snapshot
npx compound-engineering snapshot
Set up automated nightly review (cron)
npx compound-engineering setup-cron
How It Works
The Compound Loop
┌─────────────────────────────────────────┐
│ DAILY WORK │
│ Sessions, chats, tasks, decisions │
└────────────────┬────────────────────────┘
│
▼
┌─────────────────────────────────────────┐
│ NIGHTLY REVIEW (10:30 PM) │
│ • Scan all sessions from last 24h │
│ • Extract learnings and patterns │
│ • Update MEMORY.md and AGENTS.md │
│ • Commit and push changes │
└────────────────┬────────────────────────┘
│
▼
┌─────────────────────────────────────────┐
│ NEXT DAY │
│ Agent reads updated instructions │
│ Benefits from yesterday's learnings │
└─────────────────────────────────────────┘
What Gets Extracted
Patterns: Recurring approaches that worked
Gotchas: Things that failed or caused issues
Preferences: User preferences discovered
Decisions: Key decisions and their reasoning
TODOs: Unfinished items to remember
Clawdbot Integration
Automatic Hourly Memory
Add to your
HEARTBEAT.md
:
# Hourly Memory Snapshot
Every hour, append a brief summary to memory/YYYY-MM-DD.md:
- What was accomplished
- Key decisions made
- Anything to remember
Or use cron:
# Add to clawdbot config or crontab
0 * * * * clawdbot cron run compound-hourly
Nightly Review Job
Add this cron job to Clawdbot:
{
"id": "compound-nightly",
"schedule": "30 22 * * *",
"text": "Review all sessions from the last 24 hours. For each session, extract: 1) Key learnings and patterns, 2) Mistakes or gotchas to avoid, 3) User preferences discovered, 4) Unfinished items. Update MEMORY.md with a summary. Update memory/YYYY-MM-DD.md with details. Commit changes to git."
}
Manual Review Command
When you want to trigger a review manually:
Review the last 24 hours of work. Extract:
Patterns that worked - approaches to repeat
Gotchas encountered - things to avoid
Preferences learned - user likes/dislikes
Key decisions - and their reasoning
Open items - unfinished work
Update:
MEMORY.md with significant long-term learnings
memory/YYYY-MM-DD.md with today's details
AGENTS.md if workflow changes needed
Commit changes with message "compound: daily review YYYY-MM-DD"
Memory File Structure
MEMORY.md (Long-term)
# Long-Term Memory
Patterns That Work
When doing X, always Y first
User prefers Z approach for...
Gotchas to Avoid
Don't do X without checking Y
API Z has rate limit of...
User Preferences
Prefers concise responses
Timezone: PST
...
Project Context
Main repo at /path/to/project
Deploy process is...
memory/YYYY-MM-DD.md (Daily)
# 2026-01-28 (Tuesday)
Sessions
09:00 - Built security audit tool
14:00 - Published 40 skills to MoltHub
Decisions
Chose to batch publish in parallel (5 sub-agents)
Security tool covers 6 check categories
Learnings
ClawdHub publish can timeout, retry with new version
npm publish hangs sometimes, may need to retry
Open Items
Finish remaining MoltHub uploads
Set up analytics tracker
Hourly Snapshots
For more granular memory, create hourly snapshots:
