在 8 GB 显存的显卡上跑 35B MoE（Cyber-Tiel-Coder-35B-A3B）：专家权重流式上卡、未命中专家由 CPU 池就地计算。Strata 引擎的 fork（MIT）。RTX 4080S 实测 8 GB 档 57.7–63.5 tok/s、全常驻 134–136 tok/s。Build from THIS repo — upstream does not support this model.
Object A: MoE orbit prefetch — source+math+215KB trajectories+plots+sparse DeepSeek runtime (Apache-2.0). Analyze without weights; credit on substantial use.
DeepSeek-V4.1-Flash at TP3 on 3x RTX PRO 6000 (SM120): EXL3 vs official checkpoint + UVA offload, same-box benchmarks, failed attempts, reproducible configs.
To associate your repository with the expert-offload topic, visit your repo's landing page and select "manage topics."