model card: recipe, TensorBoard results, 2026-07-27 re-verification, fixed usage

v2 modeling fix: match released checkpoint (encoder.layers.*, no untrained geo path); ModelOutput; opt-in diagnostics. Verified 0 missing/0 unexpected keys, bit-reproduces faithful load.

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