【實戰指南】NVIDIA GB10 (DGX Spark) 本地 AI Agent:vLLM + Qwen3.8-27B-NVFP4 + Hermes Agent 部署調優 (ZH/EN Guide)
🌐 語言模式 / Language Mode: 中英對照 (Bilingual) 繁體中文 (Chinese) English Only NVIDIA Grace Blackwell GB10 vLLM V1 + NVFP4 + MTP Hermes Autonomous Agent 【實戰指南】在 NVIDIA GB10 (DGX Spark) 從零打造本地 AI Agent:vLLM + Qwen3.8-27B-NVFP4 + Hermes Agent 完整部署與調優 Building a Local AI Agent on NVIDIA GB10 (DGX Spark): Complete Setup & Tuning Guide for vLLM + Qwen3.8-27B-NVFP4 + Hermes Agent 徹底釋放 121 GB 統一記憶體與 Blackwell SM 12.1 原生 NVFP4 算力——包含 FlashInfer JIT 防 OOM 秘訣、MTP 投機解碼實測數據對決、256K 超長上下文配置與 Systemd 常駐維運指南。 Unleash 121 GB of Unified Memory and native Blackwell SM 12.1 NVFP4 acceleration — covering FlashInfer JIT OOM prevention, MTP speculative decoding benchmarks, 256K context configuration, and systemd production deployment. Hardware: NVIDIA GB10 (aarch64 / SM 12.1) Engine: vLLM 0.28.1 V1 (CUDA 12.8) Model: unsloth/Qwen3.8-27B-NVFP4 ...