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One memory for all 10,000+ notes in structured form for AI agents

Our talk just got selected as a keynote for the AI Engineer World's Fair 2026. So I want to share what @pauliusztin_ and I built: one memory for all 10,000+ of our notes. Everything I've learned and saved now lives in one structured memory my agents can actually use. It takes

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