Why robot inference companies must also deploy: moats differ from LLM serving

silver__tsuki · x · 2026-11-03

Responding to @varunnair's prediction that robot-fleet inference optimization and simulation-as-RL-environment will be the next big things in robotics, silvertsuki offers a counterpoint: unlike LLMs, robot models don't work out of the box — and once they do, why wouldn't existing large inference providers just serve them? A robotic inference company must, to some extent, deploy the robots itself; deployment capability is the real moat.

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