Best models for your hardware this week.

8-12GB

- https://huggingface.co/LiquidAI/LFM2.5-8B-A1B incredible model, so fast, so small

16-32GB

- latest Google model, Gemma 12B: https://huggingface.co/google/gemma-4-12B really solid performance up neck and neck with a model 2x its size from a month ago.

Jetbrains new model, best in class on livecode bench

32-96gb

- Nex-N2-Mini GPT style postrain of Qwen-35B it seems to be its class leader caveman style reasoning https://huggingface.co/Nexdata/Nex-N2-Mini

- Jackrong’s Qwopus is the #1 overall Q4 of Qwen3.6-27B on our benchmark suite of 5 agent + coding benchmarks (1200 samples total) https://huggingface.co/jackrong/QwQ-32B-Preview-Qwopus

192gb

- Step-3.7-Flash is hard to beat, high scores, really fast inference, vision capable, later cutoff dates https://huggingface.co/stepfun-ai/Step-3.7-Flash

384gb

- Nex-N2-Pro GPT style post train of Qwen-3.5-397B incredibly strong and #1 on deepswe if their claims are right https://huggingface.co/Nexdata/Nex-N2-Pro

768gb

- very promising post-train of GLM-5.1 that wins out on 8 benchmarks