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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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.
# Review last 24 hours and update memory npx compound-engineering reviewCreate hourly memory snapshot
npx compound-engineering snapshot
Set up automated nightly review (cron)
npx compound-engineering setup-cron
┌─────────────────────────────────────────┐ │ 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 │ └─────────────────────────────────────────┘
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
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." }
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"
# Long-Term MemoryPatterns 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...
# 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
For more granular memory, create hourly snapshots:
# Creates memory/YYYY-MM-DD-HH.md every hour */60 * * * * echo "## $(date +%H):00 Snapshot" >> ~/clawd/memory/$(date +%Y-%m-%d).md
Or have the agent do it via heartbeat by checking time and appending to daily file.
Week 1: Agent knows basics
Week 2: Agent remembers your preferences
Week 4: Agent anticipates your needs
Month 2: Agent is an expert in your workflow
Knowledge compounds. Every session makes future sessions better.
<!-- ~/Library/LaunchAgents/com.clawdbot.compound-review.plist --> <?xml version="1.0" encoding="UTF-8"?> <!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "..."> <plist version="1.0"> <dict> <key>Label</key> <string>com.clawdbot.compound-review</string> <key>ProgramArguments</key> <array> <string>/opt/homebrew/bin/clawdbot</string> <string>cron</string> <string>run</string> <string>compound-nightly</string> </array> <key>StartCalendarInterval</key> <dict> <key>Hour</key> <integer>22</integer> <key>Minute</key> <integer>30</integer> </dict> </dict> </plist>
# Add with: crontab -e 0 * * * * /opt/homebrew/bin/clawdbot cron run compound-hourly 2>&1 >> ~/clawd/logs/compound.log
Built by LXGIC Studios - @lxgicstudios
Built by LXGIC Studios
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