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Show GPU capacity before submission and explain allocation failures - #66
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GPU stock was only checked on demand, and missing matching offers appeared as an unexplained unknown. The evaluation form now checks capacity automatically on entry and when GPU count or storage changes, refreshes every minute, and explains low/unavailable/unconfirmed stock before submission. It displays the backend's CUDA requirement and distinguishes capacity snapshots from reservations.
Allocation progress names the selected GPU and explains retries and that evaluation has not started. Exhausted capacity retries have a specific failure title. All selectable GPU IDs are covered by forwarding tests.
Validation: 96 backend tests passed, 5 skipped; TypeScript and production frontend build passed. CUDA 12.9 smoke requests covered all six GPU choices: three supply rejections, A100 PCIe/A40 allocated but upstream cu129 image failed on missing torchvision::nms, H100 allocated then stopped. All test pods terminated. Production CUDA and worker image are unchanged.