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AI Compound

AI Compound

@amangarg1999
developmentAutomated LearningMemory ManagementKnowledge Compounding

Enable AI agents to learn automatically by extracting insights from sessions, updating memory files, and compounding knowledge over time through nightly reviews and pattern recognition.

🚀 AI Compound automatically improves your AI agent by learning from its own work. Each day, it reviews sessions, extracts key patterns and lessons, then updates the agent's memory and instructions. Your agent gets smarter every single day without manual intervention.

💡 Perfect for teams running AI agents 24/7—customer support bots, research assistants, or automation workflows. Set it and forget it with one-command setup. Hourly snapshots capture wins and mistakes; nightly reviews compound knowledge into actionable improvements.

✨ Built-in Git integration preserves your learning history. Every update is tracked and reversible, giving you full visibility into how your agent evolves over time.

GitHub

Requirements

compound-engineering

Core package for session review and memory management