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Align standalone inference helper with published checkpoint structure

Fix standalone inference helper for PyTorch 2.6 torch.load behavior

Add self-contained inference helper and clarify score semantics

Publish broader prepared-data compatibility model as stable public artifact

Clear previous stable model files before V2 publication

Add proper model card and usage guide

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initial commit