Ken Goldberg's Agentic Robotics: AI writes deterministic robot code, no demos needed

animesh_garg · x · 2026-09-19

Berkeley professor Ken Goldberg and collaborators argue a paradigm shift is underway in robotics: the bottleneck isn't 100,000 hours of human demonstrations but software engineering.

Their "Agentic Robotics" path uses zero human demonstration data, multi-agent coding harnesses (GaP), video-to-sim system identification, and offline agent self-correction deployed as lightweight deterministic edge code — AI builds the robot's code rather than controlling its inner loop.

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