Anything LLM 製作高客製化的AI助理-教學篇
什麼是AnythingLLMAnythingLLM 是一款強大的 full-stack AI 應用程式，它能將多種文件格式、資源或內容轉化為大型語言模型（LLM）可使用的查詢用文本。 這款工具不僅支持多用戶管理（對，等於直接有後台管理者），還提供多種 LLM 和向量資料庫的選擇，使其成為建構私有客製化 RAG 解決方案的好選擇，基本上用這套能夠把 RAG 的開發成本降得超低，而且採用 MIT License 還可以直接修改及商用 為什麼選擇 AnythingLLM？最主要是使用上非常簡易方便，也可以參照官方寫的優點如下 多用戶支持：無論是團隊合作還是個人使用，AnythingLLM 都能夠輕鬆管理多用戶的權限和操作。 靈活的 LLM 和向量資料庫選擇：用戶可以根據需求選擇合適的 LLM 和向量資料庫，滿足不同的應用場景。 高效的文件管理：支持多種文件類型，如 PDF、TXT、DOCX 等，並通過簡單的 UI 進行管理。（目前不支援DOC格式） 自定義聊天小工具：可將聊天功能嵌入網站，提升互動體驗。 兩種聊天模式：在保留上下文的會話模式(平常使用，沒資料就直接根據LLM的知識回應)...
Anything LLM 安裝 MacOS 篇
MacOS 如何安裝 Anything LLM步驟 1：安裝 Homebrew（如未安裝）12/bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/HEAD/install.sh)"brew doctor 步驟 2：安裝 Docker Desktop for Mac12brew install --cask dockeropen -a Docker # 啟動 Docker Desktop，首次啟動可能需手動授權 啟動後，請等候 Docker 小鯨魚圖示變成綠色，表示成功啟動。確認安裝成功： 1docker --version 步驟 3：安裝 Node.js 和 Yarn12brew install nodenpm install -g yarn 確認 Node.js 版本為 18 或以上： 1node -v 步驟 4：建立資料夾並拉取 AnythingLLM 映像檔1234export STORAGE_LOCATION=$HOME/anything...
Anything LLM 安裝 Windows 篇
Windows Install1WSL (Windows Subsystem for Linux) 是微軟開發的一項功能，允許使用者在 Windows 10/11 或 Windows Server 上，不需虛擬機 (VM) 或雙開機，即可原生執行 Linux 二進制可執行檔 使用WSL (Ubuntu22.4) 安裝 docker步驟 1: 檢查 WSL 版本1wsl -v 步驟 2: 安裝 Ubuntu 22.04 LTS1wsl --install -d Ubuntu-22.04 安裝完成後，會要求你創建一個 UNIX 用戶帳戶，你創建了用戶名 。 步驟 3: 在 WSL 中安裝 Docker1234567sudo apt updatesudo apt install -y docker.iosudo systemctl enable dockersudo systemctl start dockersudo usermod -aG docker $USERnewgrp docker # 讓群組設定立即生效 步驟 4: 安裝 Node.js 與 Yarn123curl ...
Can We Still Think Critically in the Age of AI?
A reflection inspired by the MIT study “Your Brain on ChatGPT.”Recently, I started reading a large number of academic papers for my courses. While doing this, I became very curious about how we read and how we write. Should I search using Google and read original papers? Or should I rely on AI summaries? Then I came across an MIT study called “Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task.”The researchers divided participants into thre...
Why Reading 10 Pages a Day Can Transform Your Mind
When you commit to reading just 10 pages a day, something powerful happens:You begin to think in English instead of Chinese.You start reading English papers faster, and concepts that once felt difficult suddenly become clear. Today, 2025-11-24, I’m reading 10 landscape-related papers per day.At the beginning, it felt uncomfortable. I doubted myself. I even felt terrible. But when I reached my 7th paper, something changed —>I realized I could understand everything more easily.I wasn’t relyi...
International Conference Information Visualisation (IV)
similar theme Huang, H.-Y. and T.-W. Chang (2017). Surfacing Repetitive Design Strategy with Visualization Tool. 2017 21st International Conference Information Visualisation (IV): 301–305.Wu, Y.-S. and T.-W. Chang (2018). Encoding the Convergent Path of Cross-Disciplinary Team. 2018 22nd International Conference Information Visualisation (IV): 438–441.Hsieh, T.-L. and T. W. Chang (2017). Whether the Relationscape of Interaction Design Strategies During Design Process Can Be Explained by Linko...
Chameleon Learning Method, CLM
Research Problem and BackgroundIn cross-functional learning environments, students are often required to enter completely unfamiliar domains such as engineering, design, business, or psychology. However, when facing cross-domain design problems, most students encounter three recurring difficulties. Inability to quickly understand background knowledge of a new domainWithout an understanding of the foundational context, students struggle to grasp the essence of the problem and fail to contribut...
Visualising the Design Process with Dynamic Graph
Visualising the Design Process with Dynamic GraphconceptDesigners have often forgotten after the completion of the design, but throughout viewing these recorded graphics can evoke their memory, and provide more inspiration to and thoughts. Why Designers Forget or Lose InformationDesign work is a continuous decision-making process. However, in reality, designers often jump from one state to another instead of changing things step-by-step.Because of this “jumping” process, some important inform...
dJOE - design Jigsaw On sitE A Computational Interface of Displacing Ideas in the Design Productive Process
dJOE: design Jigsaw On sitEA Computational Interface of Displacing Ideas in the Design Productive Process focus on how designer’s process of displacing ideas in the design productive phase and how to represent it on interface. Oxman (2004) claimed that only through a concept structure of the entire knowledge linking network can we understand the analogy reasoning pattern in the thinking process. RefChia-Hui Nico Lo1, I.-C. L., and Teng-Wen Chang2 (2013). “dJOE: design Jigsaw On sitEA Computat...
A is b, displacement
A is B?Richards(1936) defines metaphor as the form “A is B”.a graph-like knowledge represents the individual memories with the nodes and arcs that are the ideas and the links between ideas respectively. AA is the tenor through which we intend to understand B BB is the vehicle which helps us to understand A ICFPICFP is a structured tool that helps capture and measure how designers organize and connect ideas during metaphorical displacement (when ideas shift from one domain to another). I — Iss...