LLM Quantization in Python: GPTQ vs AWQ vs bitsandbytes vs GGUF (2026)
Compare GPTQ, AWQ, bitsandbytes, and GGUF for LLM quantization in Python. Real H100 benchmarks, kernel choices, and a production-ready decision tree for 2026.
Model Inference Articles
LLM Inference Servers in Python: vLLM vs TGI vs SGLang Compared (2026)
Compare vLLM, TGI, and SGLang for serving LLMs on your own GPUs in 2026. Throughput numbers, prefix caching, quantization tradeoffs, and a production Docker deployment with monitoring.