Laguna S2.1
on NVIDIA V100 32GB · 262,000 ctx
Use cases
codingagentic
Summary
User reports Laguna S2.1 at about 10 t/s decode and about 200 t/s prefill on a V100 32GB with CPU offload and 50GB DDR4.
Setup is the Q3 quant at 262k context.
User finds it too verbose for planning but excellent for complex debugging, fixing issues that Qwen and Claude could not, and compares its reasoning style to GLM 5.2. It is not a generalist replacement but is useful as a specialized debugger.