Thoughts on code, systems, and the messy process of turning ideas into products.

A deconstruction of the workings of ai-eval-lab, a platform that streams desktop applications from a docker container (like KiCad) to the browser via VNC, captures real-time board state telemetry, and evaluates the student's process using LLMs.
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