LLM inference optimization: techniques that actually reduce latency and cost

Jul 11, 2026

RunPod's blog post discusses practical LLM inference optimization techniques such as quantization, vLLM, SGLang, and speculative decoding. These approaches are designed to lower latency and cost without the need for hardware upgrades.

Why it matters: Efficient LLM inference is increasingly important for reducing operational costs and enhancing user experience as deployment scales.

Full story at: RunPod Blog ↗