Local LLM and Edge AI Topic Map

這是本地模型、邊緣 AI、硬體與場域部署相關頁面的主題導覽。

Local LLM

• llm-model-name-syntax — LLM 模型命名拆解：參數量、MoE、量化、GGUF、MTP
• frozen-multi-token-prediction — frozen Gemini Nano + MTP head 的手機端推論加速案例
• on-device-intent-extraction — 小型裝置端 multimodal model 的 UI trajectory 意圖理解方法
• test-time-memorization — Titans + MIRAS 的推論時長期記憶更新
• nested-learning-continual-learning — Nested Learning 的多時間尺度 continual learning / memory 設計
• microsoft-mai-model-platform — Microsoft MAI / Phi 的模型線分工與平台分發策略
• open-weight-model-strategy — open-weight 生態、授權、部署可攜性與供應鏈自主
• derekhsu — 以 llama.cpp／GGUF 與非 NVIDIA 硬體作為平台中立性觀察指標的作者
• model-harness-fit — 模型、runtime、硬體與任務分布的配對評估
• localmachine-gateway — aiark 主機 AI Gateway 與模型服務部署基線

Edge AI / hardware

• rtx-spark-edge-ai-box — RTX Spark 場域邊緣 AI 整合盒
• edge-ai-harness — 邊緣 AI 落地整合 harness
• taiwan-ai-reindustrialization — 台灣 AI 硬體、軟體、人才與 agent 產業整合命題
• open-source-ai-hardware-governance — 開源專案、agent runtime 與推論框架如何反向定義 AI 硬體規格
• physical-ai-commercialization — Physical AI 從模型能力、致動器成本到結構化場域部署的商業化判準
• debug-groundhog — AI 硬體與本地 LLM 相關 YouTube 頻道
• gao-hong-jie — RTX Spark 分析來源作者

Related raw sources

• raw/articles/bnext-perplexity-portable-computer-2026-08-26.md
• raw/articles/facebook-hu-jia-xi-qwen3-model-naming-2026-06-10.md
• raw/articles/gao-hong-jie-rtx-spark-edge-ai-computex-2026.md
• raw/articles/debug-groundhog-nvidia-taiwan-2026.md
• raw/articles/debug-groundhog-qwen-36-27b-agent.md
• raw/articles/google-research-gemini-nano-frozen-mtp-2026-06-26.md
• raw/articles/google-research-small-models-intent-extraction-decomposition-2026-01-22.md
• raw/articles/google-research-titans-miras-long-term-memory-2025-12-04.md
• raw/articles/google-research-nested-learning-continual-learning-2025-11-07.md
• raw/articles/aihao-microsoft-mai-models-2026-06-08.md
• raw/articles/bnext-taiwan-ai-hardware-open-source-2026-06-26.md
• raw/articles/bnext-physical-ai-2030-sweet-spot-humanoid-robot-2026-07-01.md
• raw/articles/bnext-nvidia-japan-robotics-physical-ai-2026-07-15.md
• raw/articles/bnext-qwen-huggingface-open-model-ranking-2026-08-17.md
• raw/articles/bnext-nvidia-hugging-face-acquisition-2026-08-27.md
• raw/articles/derekhsu-nvidia-hugging-face-acquisition-2026-08-27.md
• raw/articles/threads-derekhsu-nvidia-hugging-face-acquisition-2026-08-27.md
• raw/articles/bnext-us-chip-tariff-laptops-consoles-2026-08-28.md
• raw/articles/bnext-singapore-sovereign-ai-sea-lion-2026-08-28.md
• raw/articles/bnext-molybdenum-nand-concept-stocks-2026-08-31.md