Breaking Cloud Bottleneck: GUI Agent's True Performance Killer Revealed After a Year

Mano-P is an open-source project we've been working on. It runs a 4B-parameter vision-language model on a MacBook, controlling the computer by watching screenshots. Clicking, typing, hotkeys — the model looks at each screenshot and decides what to do next. Everything stays on-device, no cloud API ca

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