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Reviews sessions, extracts learnings, updates memory files, and compounds knowledge over time. Set up nightly review loops that make your agent smarter every day.\nversion: 1.0.0\nauthor: lxgicstudios\nkeywords: compound, learning, memory, automation, agents, clawdbot, improvement, knowledge\n---\n\n# Compound Engineering\n\nMake your AI agent learn automatically. Extract learnings from sessions, update memory files, and compound knowledge over time.\n\n**The idea**: Your agent reviews its own work, extracts patterns and lessons, and updates its instructions. Tomorrow's agent is smarter than today's.\n\n---\n\n## Quick Start\n\n```bash\n# Review last 24 hours and update memory\nnpx compound-engineering review\n\n# Create hourly memory snapshot\nnpx compound-engineering snapshot\n\n# Set up automated nightly review (cron)\nnpx compound-engineering setup-cron\n```\n\n---\n\n## How It Works\n\n### The Compound Loop\n\n```\n┌─────────────────────────────────────────┐\n│           DAILY WORK                    │\n│  Sessions, chats, tasks, decisions      │\n└────────────────┬────────────────────────┘\n                 │\n                 ▼\n┌─────────────────────────────────────────┐\n│        NIGHTLY REVIEW (10:30 PM)        │\n│  • Scan all sessions from last 24h      │\n│  • Extract learnings and patterns       │\n│  • Update MEMORY.md and AGENTS.md       │\n│  • Commit and push changes              │\n└────────────────┬────────────────────────┘\n                 │\n                 ▼\n┌─────────────────────────────────────────┐\n│        NEXT DAY                         │\n│  Agent reads updated instructions       │\n│  Benefits from yesterday's learnings    │\n└─────────────────────────────────────────┘\n```\n\n### What Gets Extracted\n\n- **Patterns**: Recurring approaches that worked\n- **Gotchas**: Things that failed or caused issues\n- **Preferences**: User preferences discovered\n- **Decisions**: Key decisions and their reasoning\n- **TODOs**: Unfinished items to remember\n\n---\n\n## Clawdbot Integration\n\n### Automatic Hourly Memory\n\nAdd to your `HEARTBEAT.md`:\n\n```markdown\n# Hourly Memory Snapshot\nEvery hour, append a brief summary to memory/YYYY-MM-DD.md:\n- What was accomplished\n- Key decisions made\n- Anything to remember\n```\n\nOr use cron:\n\n```bash\n# Add to clawdbot config or crontab\n0 * * * * clawdbot cron run compound-hourly\n```\n\n### Nightly Review Job\n\nAdd this cron job to Clawdbot:\n\n```json\n{\n  \"id\": \"compound-nightly\",\n  \"schedule\": \"30 22 * * *\",\n  \"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.\"\n}\n```\n\n---\n\n## Manual Review Command\n\nWhen you want to trigger a review manually:\n\n```\nReview the last 24 hours of work. Extract:\n\n1. **Patterns that worked** - approaches to repeat\n2. **Gotchas encountered** - things to avoid\n3. **Preferences learned** - user likes/dislikes\n4. **Key decisions** - and their reasoning\n5. **Open items** - unfinished work\n\nUpdate:\n- MEMORY.md with significant long-term learnings\n- memory/YYYY-MM-DD.md with today's details\n- AGENTS.md if workflow changes needed\n\nCommit changes with message \"compound: daily review YYYY-MM-DD\"\n```\n\n---\n\n## Memory File Structure\n\n### MEMORY.md (Long-term)\n\n```markdown\n# Long-Term Memory\n\n## Patterns That Work\n- When doing X, always Y first\n- User prefers Z approach for...\n\n## Gotchas to Avoid  \n- Don't do X without checking Y\n- API Z has rate limit of...\n\n## User Preferences\n- Prefers concise responses\n- Timezone: PST\n- ...\n\n## Project Context\n- Main repo at /path/to/project\n- Deploy process is...\n```\n\n### memory/YYYY-MM-DD.md (Daily)\n\n```markdown\n# 2026-01-28 (Tuesday)\n\n## Sessions\n- 09:00 - Built security audit tool\n- 14:00 - Published 40 skills to MoltHub\n\n## Decisions\n- Chose to batch publish in parallel (5 sub-agents)\n- Security tool covers 6 check categories\n\n## Learnings\n- ClawdHub publish can timeout, retry with new version\n- npm publish hangs sometimes, may need to retry\n\n## Open Items\n- [ ] Finish remaining MoltHub uploads\n- [ ] Set up analytics tracker\n```\n\n---\n\n## Hourly Snapshots\n\nFor more granular memory, create hourly snapshots:\n\n```bash\n# Creates memory/YYYY-MM-DD-HH.md every hour\n*/60 * * * * echo \"## $(date +%H):00 Snapshot\" >> ~/clawd/memory/$(date +%Y-%m-%d).md\n```\n\nOr have the agent do it via heartbeat by checking time and appending to daily file.\n\n---\n\n## The Compound Effect\n\n**Week 1**: Agent knows basics\n**Week 2**: Agent remembers your preferences  \n**Week 4**: Agent anticipates your needs\n**Month 2**: Agent is an expert in your workflow\n\nKnowledge compounds. Every session makes future sessions better.\n\n---\n\n## Setup Scripts\n\n### Nightly Review (launchd - macOS)\n\n```xml\n<!-- ~/Library/LaunchAgents/com.clawdbot.compound-review.plist -->\n<?xml version=\"1.0\" encoding=\"UTF-8\"?>\n<!DOCTYPE plist PUBLIC \"-//Apple//DTD PLIST 1.0//EN\" \"...\">\n<plist version=\"1.0\">\n<dict>\n  <key>Label</key>\n  <string>com.clawdbot.compound-review</string>\n  <key>ProgramArguments</key>\n  <array>\n    <string>/opt/homebrew/bin/clawdbot</string>\n    <string>cron</string>\n    <string>run</string>\n    <string>compound-nightly</string>\n  </array>\n  <key>StartCalendarInterval</key>\n  <dict>\n    <key>Hour</key>\n    <integer>22</integer>\n    <key>Minute</key>\n    <integer>30</integer>\n  </dict>\n</dict>\n</plist>\n```\n\n### Hourly Memory (crontab)\n\n```bash\n# Add with: crontab -e\n0 * * * * /opt/homebrew/bin/clawdbot cron run compound-hourly 2>&1 >> ~/clawd/logs/compound.log\n```\n\n---\n\n## Best Practices\n\n1. **Review before sleep** - Let the nightly job run when you're done for the day\n2. **Don't over-extract** - Focus on significant learnings, not noise\n3. **Prune regularly** - Remove outdated info from MEMORY.md monthly\n4. **Git everything** - Memory files should be version controlled\n5. **Trust the compound** - Effects are subtle at first, dramatic over time\n\n---\n\nBuilt by **LXGIC Studios** - [@lxgicstudios](https://x.com/lxgicstudios)\n\n---\n\n**Built by LXGIC Studios**\n\n- GitHub: [github.com/lxgicstudios/ai-compound](https://github.com/lxgicstudios/ai-compound)\n- Twitter: [@lxgicstudios](https://x.com/lxgicstudios)\n","readmeExcerpt":"--- name: compound-engineering description: Make your AI agent learn and improve automatically. 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