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⚠ DEPRECATED — DO NOT CONSUME

This repository's hand_tokens.npy files were produced with a stale un-normalization step that has since been fixed. Specifically, the per-joint lo/hi calibration arrays applied to inspire and brainco hand values were in the wrong per-joint order, which pushed many frames' hand poses to the same clamped output. Empirical signature: on chunk-000/episode_000000 only ~15 % of frames produce distinct tokens (compare to ~90 % in the correct version).

Use these instead

  • Measured hand tokensmertalbaba/UnifoLM-WBT-Hand-MEAS (recipe tag: lohi-order-fixed-0812)
  • Commanded hand tokensmertalbaba/UnifoLM-WBT-Hand-v3 (recipe tag: lohi-order-fixed-0812)
  • Raw source (both cmd + state, 30 Hz, native widths, for re-encoding) — mertalbaba/UnifoLM-Hand-Raw

When was this deprecated

2026-08-16, after cross-checking against the -MEAS fixed variant showed max|Δ|=0.50, mean|Δ|=0.106 per-token difference on ep 0 with the same underlying hand data.

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