tp on a llama.cpp GPU profile is read as gpus_per_node rather than refused, and a Hugging Face repository page as a vLLM source as the repository id, so models written that way are placed after the upgrade instead of dropped from the catalog. Engines adopted after an upgrade are checked for computing on their GPUs too. Refs #2. Co-Authored-By: Claude Opus 5.5 (1M context) <noreply@anthropic.com>