Compound Interest Calculator
Enable AI agents to learn automatically by extracting insights from work sessions, updating memory files, and compounding knowledge over time. The agent reviews its own performance, identifies patterns and lessons, and updates instructions for continuous improvement.
🚀 Compound Engineering helps your AI agent learn and improve automatically. It reviews your work sessions daily, extracts key lessons and patterns, and updates the agent's instructions. Each day, your agent becomes smarter by learning from yesterday's experiences.
💡 Perfect for teams running continuous AI workflows. Use it to capture what works, avoid repeated mistakes, remember user preferences, and keep track of unfinished tasks. Set up automated nightly reviews or trigger manual reviews anytime with simple commands.
✨ Unlike static systems, your agent's knowledge compounds over time. Patterns that worked get reinforced, gotchas get documented, and decisions get remembered—making your AI genuinely adaptive and improvement-focused.
Requirements
Core package for automated learning extraction and memory management