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    On-device behavioral-biometric human sensing for AI: 16 channels (keystroke timing, pointer curvature, scroll pauses, device motion, typing bursts) scored locally into a live human-confidence vector; MCP tools for human proof, signal vector and human context. Zero raw biometrics leave the device - hash patterns only.
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