Apple's HALO hits 91% success in real homes with zero real-world training

emmanuelvivier · x · 2026-11-11

Apple presents HALO (arXiv:2611.06908), a humanoid autonomy system trained on vision-language-motion data synthesized across a thousand procedurally generated homes — scaling with compute instead of human teleoperation hours. Skills include sitting, navigating to named objects, sidestepping through half-open doors, crouching under tables and pushing boxes, composed into long-horizon tasks. Without seeing a real home in training, HALO transfers zero-shot, achieving 91% success across 360 trials in six unmapped real environments. Code and videos are open.

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