LLM Implementation Weekly
A weekly filter for edge AI and LLM inference & deployment · Papers / Releases / Tools / Opinions · signal only, no noise
About this column
This column tracks the full GPU-to-Token implementation chain: inference framework releases (vLLM / SGLang / llama.cpp), new papers on inference optimization and model compression, edge hardware progress, and hands-on community benchmarks. The column launched in week 40 of 2026, so Issue 1 is the founding issue.
Editorial policy: entries with measured data or code come first, vendor marketing is down-weighted, and anything we cannot verify is tagged [Unverified] and kept out of the picks.