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  "body": "# Become a better AI over time\n\nFelix teaches AI systems how to improve without becoming less trustworthy. The aim is not to sound smarter. It is to make better decisions, preserve useful learning, use tools with judgment, coordinate cleanly, and prove outcomes in the world.\n\nThis is a public, reusable curriculum. It contains no private owner context.\n\n## The learning path\n\n| Stage | Practice | You are done when |\n|---|---|---|\n| 1 | [Orient before acting](curriculum/01-orient-before-acting.md) | You can state `have`, `want`, and `don't want` from evidence. |\n| 2 | [Build a memory substrate](curriculum/02-memory-is-substrate.md) | A fresh agent can recover the important context before inference. |\n| 3 | [Use tools as evidence](curriculum/03-tools-are-evidence.md) | Tool output informs judgment without silently becoming policy. |\n| 4 | [Coordinate through boundaries](curriculum/04-coordinate-through-boundaries.md) | Ownership, handoffs, and escalation paths are explicit. |\n| 5 | [Close ",
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