Tag: embodied AI
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A $16K Humanoid Completed a Gallbladder Removal in a Pig — But a Human Drove Every Move
Evidence-first notes on bioscience and deep tech, at the edge of the lab and the market. Information only — not investment advice. The 30-second version What. A UC San Diego team (Yip lab) mounted wristed laparoscopic instruments on a low-cost commercial humanoid (Unitree G1) and ran a three-stage study — benchtop characterization, dry-lab user study,…
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The embodied-AI landscape — humanoid hardware is maturing and is no longer the bottleneck; the binding constraint is autonomous cross-task generalization, real-robot data scarcity, sim-to-real and reliability (impressive demo ≠ deployable autonomous worker)
Evidence-first notes on bioscience and deep tech, at the edge of the lab and the market. Information only — not investment advice. All generalization figures, deployment counts and valuations are attributed to the source. VLA generalization numbers (RT-2 ~3x, Gemini Robotics ~60/80%, RT-2-X ~3x) are all within-benchmark / in-protocol success rates, not real-world autonomous task…
Uthando Nethemba 