PaperAgent
Aug 3, 2026 · Artificial Intelligence
How a 29‑Second Video Enables a Robot to Learn a New Skill with the Open‑Source HOST Framework
The HOST framework lets a robot acquire a brand‑new skill by watching a single 29‑second human demonstration video, achieving a 62% success rate, 500× faster learning, and 50× lower data usage while preserving existing abilities.
Roboticsembodied AIone‑shot learning
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