An Uncensored 305B With Eyes: DeepSeek-V4-Flash-Vision on 2× RTX PRO 6000, and the Two-Engine Week That Tamed It
The uncensored build of DeepSeek’s Vision-Exp is a byte-for-byte drop-in — which meant every failure afterwards was mine to fix. A sparse-MLA kernel that rejects vision prefill on SM120, a streaming tool-call parser that corrupted exactly the arguments coding agents live on, and a health check that proved the port but not the model. 142 tok/s single-stream, native vision, zero refusals, one new router feature.