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The Model Should Be Replaceable. The Agent Should Persist.
Why AI agents should persist even as the underlying models change.
Writing
Posts
Notes, walkthroughs, and things worth writing down from work in computer vision, robotics, and applied AI.
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Fourteen Agents, One Trace: Observability for Multi-Agent Systems
When multiple AI agents collaborate, separate logs cannot explain the complete workflow. Effective observability requires a shared trace that follows each request across agents, tools, and handoffs.
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Teaching Steel Industry Equipment to See
A practical look at how AI, computer vision, and deterministic geometry can work together to turn messy real-world perception into reliable measurements a machine can actually use.