Roundup
Best Local LLMs, August 2026: What Actually Runs On Your GPU
Forget the leaderboard screenshots. Here's what open-weight model fits in 16GB, what needs 24GB, and what needs a rack — with the quant files and VRAM math to prove it.
Topic hub
Local Llm
Every Run the Eval review, comparison, and guide about Local Llm — no hype, just receipts.
Verdict
Colibri Runs GLM-5.2 Locally on 25GB. Here's the Catch.
A single-file C engine is streaming a 744B-parameter model off an NVMe drive on hardware you already own. I read the repo like an SRE — the receipts are real, and so is the speed tax.