
Why Did Better Instructions Still Fail on the Tiny Chip?
On tiny microcontrollers, compiling code is not proof it will work. Real measurements gave optimization agents clues static instructions could not.

On tiny microcontrollers, compiling code is not proof it will work. Real measurements gave optimization agents clues static instructions could not.

A small chip adapts to new examples, accumulating keywords, learning from descriptions, and predicting sequences with one compact neural pipeline.

A camera-side encoder turns images into compact machine-readable clues, cutting data traffic and modeled energy without preserving every pixel.