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_entry_from_collection_item parsed the repo name (the only source of the "-A3B" active size) only when HF's numParameters was missing, which is almost never. Every MoE model from the HF collection catalog was scored as dense, with speed estimates 3-4x too low. Co-Authored-By: Claude Opus 5.5 <noreply@anthropic.com>