What the Mug Lets You Do
A strange Friday: no launch, no valuation, just a wall of version-one arXiv preprints. Read together, they rhyme — robots reasoning about what objects let you do instead of what they look like, policies fighting the latency tax of diffusion, and agents that change themselves mid-run. Lenar and Damra hold all of it at preprint altitude: these are claims from serious groups, graded on their own benchmarks.
What Objects Enable, Not What They Are — A4D organizes a robot's latent space around function ("movable") rather than appearance ("cart"), reporting 94% accuracy and a discovery step that…
The skinny
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