The fastest way to run Qwen3.8-Flash-Next on Strix Halo (gfx1151)
Production-grade recipe for DeepSeek-V4-Flash-0731 (284B MoE) on 2x NVIDIA DGX Spark: self-healing 2-node vLLM cluster, reboot-verified, tuned DSpark speculative decoding (~75 tok/s), full benchmarks, OpenAI Codex CLI integration
Local AI coding agent harness for AMD Strix Halo (Ryzen AI Max+ 395): Qwen3.8 125B on the iGPU, NPU side-jobs, crash recovery, logged benchmarks. Works with any OpenAI-compatible engine; cloud optional.