電腦科學、數學與統計的筆記。https://jambochen.github.io/blog/https://jambochen.github.io/blog/coding-agent/leaving-web-chat/https://jambochen.github.io/blog/coding-agent/leaving-web-chat/讓 agent 直接讀取電腦上的檔案，不必再複製貼上。Sat, 10 Oct 2026 00:00:00 GMThttps://jambochen.github.io/blog/coding-agent/how-llms-work/https://jambochen.github.io/blog/coding-agent/how-llms-work/Agent 為何會遺忘與編造，以及如何檢查它的結論。Sat, 10 Oct 2026 00:00:00 GMThttps://jambochen.github.io/blog/coding-agent/prompting-and-models/https://jambochen.github.io/blog/coding-agent/prompting-and-models/指令怎麼寫、模型怎麼選，決定結果與用量。Sat, 10 Oct 2026 00:00:00 GMThttps://jambochen.github.io/blog/coding-agent/plain-text-workflow/https://jambochen.github.io/blog/coding-agent/plain-text-workflow/把 Excel 與 PDF 換成 LLM 讀得準的純文字。Sat, 10 Oct 2026 00:00:00 GMThttps://jambochen.github.io/blog/coding-agent/rules-file-and-skills/https://jambochen.github.io/blog/coding-agent/rules-file-and-skills/把每次對話都要重講的話寫成規範檔與 skill。Sat, 10 Oct 2026 00:00:00 GMThttps://jambochen.github.io/blog/coding-agent/git-checkpoints/https://jambochen.github.io/blog/coding-agent/git-checkpoints/以提交取代 final_v2，改壞了可以退回。Sat, 10 Oct 2026 00:00:00 GMThttps://jambochen.github.io/blog/coding-agent/organizing-a-project/https://jambochen.github.io/blog/coding-agent/organizing-a-project/讓專案換個人、換個地方、換個時間仍能執行。Sat, 10 Oct 2026 00:00:00 GMThttps://jambochen.github.io/blog/coding-agent/efficient-computing/https://jambochen.github.io/blog/coding-agent/efficient-computing/跑一整天的 code，先量測，再向量化與平行化。Sat, 10 Oct 2026 00:00:00 GMThttps://jambochen.github.io/blog/coding-agent/moving-to-vscode/https://jambochen.github.io/blog/coding-agent/moving-to-vscode/把編輯器、agent 與 Git 面板放進同一個視窗。Sat, 10 Oct 2026 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/deepstream-retail-analytics/https://jambochen.github.io/blog/jetson-edge-ai/deepstream-retail-analytics/以 DeepStream 7、Kafka 與預訓練模型建置零售分析應用。Wed, 11 Sep 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/deepstream-7/https://jambochen.github.io/blog/jetson-edge-ai/deepstream-7/DeepStream 7 的新功能，以及在 Jetson 上的安裝。Tue, 10 Sep 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/nanollm-creating-agents/https://jambochen.github.io/blog/jetson-edge-ai/nanollm-creating-agents/在 Agent Studio 中連接 plugin，組出分析影片的 agent。Mon, 09 Sep 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/nanollm-plugins/https://jambochen.github.io/blog/jetson-edge-ai/nanollm-plugins/NanoLLM 的 plugin 格式、基礎類型與原始碼解析。Sun, 08 Sep 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/ollama-cli/https://jambochen.github.io/blog/jetson-edge-ai/ollama-cli/以 Ollama 在終端機下載並執行本地 LLM。Sat, 07 Sep 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/nanollm-vision-database/https://jambochen.github.io/blog/jetson-edge-ai/nanollm-vision-database/以 video_query 在瀏覽器中對影片畫面提問並查詢資料庫。Fri, 06 Sep 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/nanollm-ai-agent/https://jambochen.github.io/blog/jetson-edge-ai/nanollm-ai-agent/啟動 Agent Studio，認識 NanoLLM 內建的 agent 與 plugin。Fri, 06 Sep 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/nanollm-vision-analysis/https://jambochen.github.io/blog/jetson-edge-ai/nanollm-vision-analysis/以 NanoLLM 的影片 API 與 VILA 分析影片與攝影機畫面。Thu, 05 Sep 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/nanollm-multimodal-voice-assistant/https://jambochen.github.io/blog/jetson-edge-ai/nanollm-multimodal-voice-assistant/將語音助理的模型換成 VLM，使其能看圖回答。Tue, 03 Sep 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/nanollm-voice-chat/https://jambochen.github.io/blog/jetson-edge-ai/nanollm-voice-chat/以 NanoLLM 的 web_chat 搭建支援中文的語音對話助手。Mon, 02 Sep 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/nanollm-python-api/https://jambochen.github.io/blog/jetson-edge-ai/nanollm-python-api/NanoLLM 的 Python API 有哪幾類，各自提供什麼。Sun, 01 Sep 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/sam2/https://jambochen.github.io/blog/jetson-edge-ai/sam2/以 SAM2 分割圖片與影片中的物件。Sat, 31 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/owl-vit/https://jambochen.github.io/blog/jetson-edge-ai/owl-vit/以 OWL-ViT 依文字提示偵測物件，省去人工標註。Thu, 29 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/efficientvit-environment/https://jambochen.github.io/blog/jetson-edge-ai/efficientvit-environment/在 Jetson 上建立 EfficientViT 的測試環境。Wed, 28 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/nanodb-multimodal-search/https://jambochen.github.io/blog/jetson-edge-ai/nanodb-multimodal-search/以 NanoDB 在本機用文字或圖片搜尋圖片。Tue, 27 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/jetson-copilot-rag/https://jambochen.github.io/blog/jetson-edge-ai/jetson-copilot-rag/以 Jetson Copilot 讓本地 LLM 依自己的文件回答。Mon, 26 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/nim-phi-3-vision-ocr/https://jambochen.github.io/blog/jetson-edge-ai/nim-phi-3-vision-ocr/以 NVIDIA NIM 呼叫 Phi-3-Vision，辨識食品包裝上的文字。Sun, 25 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/ollama-open-webui/https://jambochen.github.io/blog/jetson-edge-ai/ollama-open-webui/以 Open WebUI 為 Ollama 加上區域網路可用的網頁介面。Sun, 25 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/fire-detection-generative-ai/https://jambochen.github.io/blog/jetson-edge-ai/fire-detection-generative-ai/以 Metropolis 微服務與 VILA 模型，在 Jetson Orin 上檢測火災。Fri, 23 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/stable-diffusion-webui/https://jambochen.github.io/blog/jetson-edge-ai/stable-diffusion-webui/以 stable-diffusion-webui 在 Jetson 上由提示詞生成圖片。Thu, 22 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/text-generation-webui/https://jambochen.github.io/blog/jetson-edge-ai/text-generation-webui/以 text-generation-webui 在 Jetson 上建置本地對話助手。Wed, 21 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/jetson-ai-lab-environment/https://jambochen.github.io/blog/jetson-edge-ai/jetson-ai-lab-environment/設定 Docker runtime 並安裝 jetson-containers 環境。Tue, 20 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/jetson-ai-lab-preface/https://jambochen.github.io/blog/jetson-edge-ai/jetson-ai-lab-preface/為何以 Jetson Orin Nano 學 AI 應用，以及後續實作的安排。Mon, 19 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/jetson-agx-orin-unboxing/https://jambochen.github.io/blog/jetson-edge-ai/jetson-agx-orin-unboxing/Jetson AGX Orin 的定位、規格比較與開箱。Sun, 18 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/jetson-must-have-tool/https://jambochen.github.io/blog/jetson-edge-ai/jetson-must-have-tool/安裝 jetson-stats，以 jtop 監看 CPU、GPU、功耗與溫度。Sat, 17 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/flashing-orin-nano-to-ssd/https://jambochen.github.io/blog/jetson-edge-ai/flashing-orin-nano-to-ssd/以 SDK Manager 將 JetPack 系統安裝到 NVMe SSD。Fri, 16 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/jetson-orin-nano-unboxing/https://jambochen.github.io/blog/jetson-edge-ai/jetson-orin-nano-unboxing/開箱 Jetson Orin Nano 開發套件，認識各個介面。Thu, 15 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/choosing-a-jetson-devkit/https://jambochen.github.io/blog/jetson-edge-ai/choosing-a-jetson-devkit/依預算、效能與應用場景，挑出合適的 Jetson 開發套件。Wed, 14 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/why-nvidia-jetson/https://jambochen.github.io/blog/jetson-edge-ai/why-nvidia-jetson/從創客比賽的經驗談起，說明選擇 Jetson 的理由。Tue, 13 Aug 2024 00:00:00 GMThttps://jambochen.github.io/blog/jetson-edge-ai/edge-computing-across-industries/https://jambochen.github.io/blog/jetson-edge-ai/edge-computing-across-industries/邊緣運算的優勢、類型與挑戰，以及臺灣在邊緣 AI 晶片的位置。Mon, 12 Aug 2024 00:00:00 GMT