Inference
Understanding FP8 KV Cache in vLLM
Understand what KV cache quantization changes and build a compatibility and quality check before enabling it.
Documentation-based guideINFERENCE LAB / INFERENCE
vLLM
Deploy, serve and optimize. Practical notes on the engines behind LLM inference.
Inference
Prefix Cache vs KV Cache in LLM Inference
Distinguish the attention state stored during generation from reuse of that state across requests.
Documentation-based guideInference
vLLM vs SGLang: Choosing an Inference Engine
Choose an inference engine using workload compatibility, reproducibility and operational requirements—not an unqualified leaderboard.
Documentation-based guide