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Hiera configs and size detection from the weights, registry entries pinned to commits with verified SHA-256, the loader picks the size by checksum. The GPU encoder submits once per block so Large fits in memory, and uploads no longer panic on a lost device. Reference tests run per size on the CPU and GPU. Co-Authored-By: Claude Sonnet 5.5 <noreply@anthropic.com>