Model Serving

A deep dive into model quantization formats like AWQ, GPTQ, and GGUF, and how to implement high-performance serving using vLLM and Dynamic LoRA for enterprise Small Language Models (SLMs).

A comprehensive guide to optimizing vLLM for production, covering memory budgeting, failure mode diagnostics, and architectural deep dives for stable LLM serving.