AI on Intel MacBook laptop uses webcam and mirror to rewrite and debug its own AMD Radeon driver code live and direct — without a programmer in the loop
THE SO WHAT
Closing the loop between code edits and real‑world visual verification — even with a hacky webcam-and-mirror rig — is a step toward agents that can self-debug against hardware behavior, not just unit tests. If you ship anything close to the metal, start mapping which validation steps could be exposed as machine-readable signals for agents to watch and correct against.
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