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Document independent machine validation for rice TFLite

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@@ -72,8 +72,13 @@ Do **not** letterbox. Letterbox disagreed with the `.pt` on non-square photos.
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  | Preprocess verified vs `.pt` | yes (variant C, 100% top-1 vs `.pt` on the rice hold-out used for export) |
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  | FP16 vs FP32 top-1 agreement | 1.0 |
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  | FP16 vs FP32 max softmax diff | 0.000372171 |
 
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  | Bundled in APK | yes (rice) |
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  ## Intended use
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  - On-device diagnosis in ChashiBhAI for Bangladeshi farmers (Bangla-first UI).
 
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  | Preprocess verified vs `.pt` | yes (variant C, 100% top-1 vs `.pt` on the rice hold-out used for export) |
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  | FP16 vs FP32 top-1 agreement | 1.0 |
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  | FP16 vs FP32 max softmax diff | 0.000372171 |
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+ | Independent machine test | pass (August 2026) |
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  | Bundled in APK | yes (rice) |
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+ ## Validation
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+ Independent test on a **separate machine** (August 2026) confirmed this TFLite export loads and classifies correctly with the variant-C contract in `labels.json`. Rice, brassica, and corn all passed the same check.
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  ## Intended use
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  - On-device diagnosis in ChashiBhAI for Bangladeshi farmers (Bangla-first UI).