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Android On-Device Jev Runtime

Quantized INT8 decision model running natively on Snapdragon NPU hardware inside an Android service without internet connection.

Open GitHub ⚡ 14ms on Snapdragon 8 Gen 3
01 / The Decision

Classify user screen state for accessibility voice navigation.

Jev sits between the incoming context and the next system action. Rather than generating lengthy, slow natural language that requires brittle regex parsing, Jev returns non-autoregressive, calibrated probabilities that downstream code can immediately execute.

02 / Typed Outputs
01screen_intentPrimary action
02focused_componentConfidence score
03spoken_labelFallback route

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Voice control over Fusion 360

I made this for fun. Wired a mic over Fusion 360: click, speak, Fusion runs the feature. @typesafeai ‘s Jev only decides if the utterance is a command.

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