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Models for humanoid pilots

A practical guide to model choices for humanoid pilots, including embodiment fit, deployment gating, and evaluation strategy.

Humanoid pilot programs should prioritize evaluation gates, embodiment fit, and operator fallback strategies instead of only general-purpose claims.

Selection filters

  • Embodiment alignmentModel assumptions should match your actual hardware and control stack.
  • Fallback behaviorHumanoid pilots need recovery plans and task boundaries.
  • Operational costInference complexity matters for pilot economics.

Related pages

Best fit

This page is for operators and founders comparing whether a humanoid pilot should start with constrained tasks and smaller policies before bigger model bets.

Planning a humanoid pilot?

We can help map model choice to evaluation gates and deployment readiness.

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Every VLA here can be fine-tuned on your own demonstrations.

Collect demos → Hardware that runs it → Score a policy →