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model-ranked nearby map data

Evaluation

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Correct answer

Model assist output

Mobile readiness

Candidate: Static INT8 ONNX
Why this one: FP32-level accuracy at mobile size; dynamic INT8 is smaller but too slow on Android.
Weekly gate: Sunday 05:00 Zurich retrain, OCR on, cost-capped, promote only after benchmark gates pass.

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