A toddler academy is not an eval set
Musk said training Optimus is like raising a toddler and Tesla wants 10,000 to 20,000 robots to self-play. Fleet practice is not a frozen eval, a held-out person, or a written skill.
Musk said training Optimus is like raising a toddler and Tesla wants 10,000 to 20,000 robots to self-play. Fleet practice is not a frozen eval, a held-out person, or a written skill.
OpenAI opened prompt-to-voice on GPT-Live on 16 October 2026. A text description of a voice is a product feature. Using a person’s voice as the seed is still a TTS rights line.
A rosbag kept for debugging is not a licence to train. Counsel is writing down what robots may see and hear. Changing purpose from operations to model training still needs its own basis.
NVIDIA put Human 1M and more than 2,000 SimReady assets on Hugging Face at GTC Berlin. Three-view video and 3D hands is a public prior, not your kitchen or a frozen eval of the skill you will ship.
Generative Bionics announced a 5,000-square-metre Physical AI Data Factory in Italy. A hub on the continent is still not a pack for the people, the floor, or the fleet logs in the weight.
People4.ai is a UK company that supplies consented human training data for AI labs – collection, annotation, evaluation and rights-cleared datasets, not scraped web data.
Figure Index ingests about thirty minutes of video a second. At that rate QA is the bottleneck. Reject codes, task not completed, ceiling camera and an eval split by person are how a firehose stays a dataset.
The EU GPAI Code of Practice tells crawlers to honour robots.txt, lawfully accessible sources and reservations of rights. You can do all of that and still have no licence for a chest camera in a home.
Gemini Live still takes camera and screen share in the same conversation as speech. If the product sees, consent has to cover faces, screens and rooms, not only the soundtrack.