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vLLM, SGLang, or TensorRT-LLM: What Actually Differs When You Self-Host an LLM

vLLM, SGLang, and TensorRT-LLM all promise fast self-hosted inference, but they make different bets on KV cache management, structured output, and hardware lock-in — here's what actually changes depending on your traffic pattern.