vLLM

Close-up of a computer monitor showing source code and version control history for local inference engine releases

Best Local AI Inference Tools for 2026

Discover the best local AI inference tools in 2026. Learn how to choose between llama.cpp, vLLM, SGLang, and Ollama for optimal performance and compatibility.

September 13, 2026 13 min read
Close up of a green circuit board with microchips representing GPU compute hardware

What is Speculative Decoding in vLLM

Discover how speculative decoding accelerates large language model inference on AMD GPUs, its underlying mechanisms, benefits, and how to enable it in vLLM…

September 7, 2026 9 min read