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Aug 31, 2026

We name 98% of the hour. DROID names 46%.

A model only learns from the part of the hour that has a name. We compared Synjuku kitchen, household, and office hours to three public sets.

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Aug 24, 2026

A model sees more in an hour of ours than in an hour of EgoDex

Same frozen model, same code. An hour of Synjuku data carries more action than an hour of EgoDex.

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Aug 01, 2026

One in three captions was wrong.

We hand-checked 240 auto-generated captions in a production robotics dataset. The misses cluster in the verbs.

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The optimization layer for robotics foundation models