【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 更正說明（2026-11-12）： 文中「MTP 投機解碼實測」、13.2 tok/s、+30%、再提升 8% 等數字沒有附上可核對的測量方法、硬體環境紀錄與原始數據， 請視為假設或示例，不是本站實測結果 。121 GB 統一記憶體等硬體規格請以 NVIDIA 官方資料為準。 Correction (2026-11-12): Figures such as “MTP benchmark,” 13.2 tok/s, +30% and +8% were published without a reproducible method or raw records. Treat them as assumptions or illustrations, not measurements by this site. Hardware specs such as 121 GB unified memory should be checked against NVIDIA’s documentation. 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 FlashInfe...