A creator app is not a brief

Paying people by the minute to film chores is a capture funnel, not a written skill. Hour-counts without reject codes, task-not-completed, camera-on-ceiling and an eval split by person are not a dataset.

A GPAI training summary is not a dataset card

The EU GPAI public training-content summary is mandatory for models on the Union market. It is a model-level page about sources and processing, not a dataset card for the human set you add.

Speech preference is not task success

October 2026 voice boards show Gemini winning Speech Agent Arena preference while losing on Tau Voice agent tasks. Preference data and task-success eval are different objects. Do not use the same batch as both.

Figure’s compute is not the skill

Figure’s Nscale deal buys up to 100k GPUs for Helix. Adcock still names data and compute as the constraints. Buying GPUs does not buy the skill, the kitchen or the rights.

Voice eval is not a transcript

OpenAI’s GPT-Live eval guide says a transcript misses interruption, overlap and tool use while audio continues. WER on a booth clip is the wrong exam.

Figure Index is industrialising human video

Figure Index pays creators for first-person video of real tasks in homes and workplaces to train Helix. The humanoid race is industrialising capture. Spec and rights still apply.

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