Terraphim
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Terraphim

Blog posts about Terraphim AI development, knowledge graph patterns, AI coding agent hooks, learning systems, and local-first privacy-preserving search technology.

Stop Paying the Cold-Start Tax: Agentic Memory for Teams Running 42 Agents Nightly

01 Jul 2026 6 min

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. As of July 2026, the whole pipeline ships as a single terraphim-agent memory CLI namespace.

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

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Technical Terraphim ai agentic-engineering memory adf knowledge-graph developer-tools
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