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We run forty-two AI agents in our Dark Factory every night. Every one of them used to wake up with amnesia, rediscovering facts we already knew, paying the same token bill twice. Here is what we built to stop paying it -- and the eight-stage frame, named by memco.ai, that finally made the story legible.

Builds on Teaching AI Agents to Learn from Their Mistakes and Knowledge Graph Hooks. Maps both into a single lifecycle.