Internal eval surface

Levyo Benchmark v0

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Benchmark v0 - All 50 Cases

The benchmark denominator is 50 cases: 30 text-only core cases and 20 image-attached cases. M8 is a separate 20-case label queue below.

M4 Image Benchmark Comparison

All 20 image-attached Benchmark cases now have locked runtime outputs; the five earlier failures were recovered through the current manifest handoff.

M8 Image Intent Calibration

Separate 20-case calibration set. Dominik labels image intent from locked reference and generated-shirt pairs.