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skill
llm-backend-adaptation
ANo problem foundzhuzhichaoTM/hello_inference_engine
大模型推理的模型选型、部署规划与硬件后端适配 —— 判断「这个模型能不能跑在这台设备上」「换硬件/换后端后性能差多少」「该选哪个后端」。当用户要求评估设备可行性、做模型选型、算内存预算、移植模型到新硬件（GPU/CPU/NPU/移动 SoC/Apple Silicon）、对比不同推理后端的性能、或问「这个模型跑得动吗」「显存够不够」「换台机器要改什么」时，务必使用本技能。它基于七步闭环，把可行性判断变成算术问题而不是经验判断。
llm-backend-adaptation got grade A on our automated scan on 2026-10-20.
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