Tag: Model Serving

1 article

• LLM Quantization in Practice: FP8, INT4, AWQ, and Production Inference Trade-offs

  A systematic guide to LLM inference quantization: FP8, INT4, AWQ, GPTQ, KV Cache quantization, benefits, risks, selection methods, and a go-live checklist for production engineers.

  06/29/2026 LLM Inference / Quantization / vLLM / TensorRT-LLM / Model Serving