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⚡ AI Lessons
![[Gemini API in Action] Adding a "Detailed Research Report" Button to a LINE Bot: Using Google Search Grounding to Turn Summaries](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fi1383r672tozs1ssoan6.png)
Dev.to · Evan Lin
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
[Gemini API in Action] Adding a "Detailed Research Report" Button to a LINE Bot: Using Google Search Grounding to Turn Summaries
前情提要 我的 LINE Bot 一直有個摘要功能：丟一個網址進去，它爬完內容、產一段摘要，附上社群貼文草稿跟儲存書籤的按鈕。這個功能從 2024...
![[Learning Notes][Golang] Authorization Challenges in the AI Agent Era: What is ID-JAG and Why I Re-implemented It in Go](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Flmkgye7upimppsf8820c.png)
Dev.to · Evan Lin
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
[Learning Notes][Golang] Authorization Challenges in the AI Agent Era: What is ID-JAG and Why I Re-implemented It in Go
Preface: In the past six months or so, connecting AI Agents directly to internal systems...
![[Dev Log][Node.js] Feedly Classic is gone, so I built my own FeedFlow (Part 1)](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F91tbd75jv54q8o107r1u.png)
Dev.to · Evan Lin
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
[Dev Log][Node.js] Feedly Classic is gone, so I built my own FeedFlow (Part 1)
Introduction: Since Feedly's redesign, I haven't been able to get used to the interface....
![[Book Sharing] Taiwan's AI Future: Analyzing Trends, Local Landscape, Corporate Strategy, and Personal Development](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F4vfapvqiigpzhxhk2osy.png)
Dev.to · Evan Lin
📰 AI News & Updates
⚡ AI Lesson
2mo ago
[Book Sharing] Taiwan's AI Future: Analyzing Trends, Local Landscape, Corporate Strategy, and Personal Development
台灣AI大未來 解析最新的AI趨勢、台灣情勢、企業布局與個人發展 作者： 簡立峰（Chien Lee-feng） 蕭玉品 出版社：商業周刊 Enter fullscreen...
![[GCP in Action] LINE Business Card Bot Evolution: Dual-Side Recognition and Merging with Gemini](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fh6w6qe4tziwy0pk8qm71.png)
Dev.to · Evan Lin
👁️ Computer Vision
⚡ AI Lesson
2mo ago
[GCP in Action] LINE Business Card Bot Evolution: Dual-Side Recognition and Merging with Gemini
Pain Point: One Chinese Business Card is Actually Two Business Cards Business cards in...
![[Digital Certificate Wallet] Advanced: Building "Visitor-Endorsed Issuance" – A Full-Chain DID Application as Both Verifier and](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fnnml3gsbioxoufcf0ocl.png)
Dev.to · Evan Lin
📣 Digital Marketing & Growth
⚡ AI Lesson
2mo ago
[Digital Certificate Wallet] Advanced: Building "Visitor-Endorsed Issuance" – A Full-Chain DID Application as Both Verifier and
(圖片來源： 數位憑證皮夾官方網站) 前提： 上一篇入門版做了一個 HR 員工卡系統：同仁自己申請一張員工卡，然後拿它去申請「運動補助」跟「育兒補助」。那一篇的重點是「...
![[GCP Billing & Vertex AI] Solving Gemini Cost Allocation in a Single Project: Vertex AI Dynamic Billing Labels in Action](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fb6yzipcljv2243f1njmh.png)
Dev.to · Evan Lin
🧠 Large Language Models
⚡ AI Lesson
2mo ago
[GCP Billing & Vertex AI] Solving Gemini Cost Allocation in a Single Project: Vertex AI Dynamic Billing Labels in Action
Pain Point: How to Accurately Allocate Gemini API Costs Within the Same Project? When...
![[AI in Action] Refining a macOS Meeting Translation App with Claude Code: Auto-reconnect, Floating Captions, and Meeting Minutes Export Evolution](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F5w2lr0jyuw7me0350aov.png)
Dev.to · Evan Lin
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
[AI in Action] Refining a macOS Meeting Translation App with Claude Code: Auto-reconnect, Floating Captions, and Meeting Minutes Export Evolution
寫在前面：第二回合，換一把利器 在上一篇文章中，我們用 AGY CLI (Antigravity) 從零打造了一個 macOS 即時會議翻譯 App：透過...
Dev.to · Evan Lin
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
Using Google's New AI Command-Line Assistant: Antigravity CLI (agy) and YOLO's No-Confirmation Mode
Background With generative AI entering daily development, the AI assistant in the...
Dev.to · Evan Lin
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
GCP: Upgrading a LINE Bot with Vertex AI ADK Tools for Smart Business Cards and Backup Search
Preface In the previous article, we successfully upgraded the LINE business card...
![[Workshop][Gemini CLI] Building with AI 2026: Hands-on with Gemini CLI and Official MCP to Launch a Google Drive LINE Bot from Scratch](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fs84og66tsslbeg8wx63u.png)
Dev.to · Evan Lin
💻 AI-Assisted Coding
⚡ AI Lesson
4mo ago
[Workshop][Gemini CLI] Building with AI 2026: Hands-on with Gemini CLI and Official MCP to Launch a Google Drive LINE Bot from Scratch
(Event: Build with AI 2026 @ Google Taipei 101 / Presentation: SpeakerDeck / Materials:...
Dev.to · Evan Lin
🧠 Large Language Models
⚡ AI Lesson
4mo ago
Gemini API File Search: Enhanced Multimodal Capabilities with Embedding 2, Including Open-Source LINE Bot Implementation
(Image source: Google Blog - Gemini API File Search is now multimodal: build efficient, verifiable...
![[GCP Practice][BwAI] AI-Powered Development: Quickly Deploy a LINE Bot Cloud Backup Tool with Gemini CLI](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Feh70l7bu3x2uk9miobku.png)
Dev.to · Evan Lin
🛠️ AI Tools & Apps
⚡ AI Lesson
4mo ago
[GCP Practice][BwAI] AI-Powered Development: Quickly Deploy a LINE Bot Cloud Backup Tool with Gemini CLI
Background In the upcoming Build With AI 2026 workshop, we're bringing a very practical...
![[Gemini] Building a LINE E-commerce Chatbot That Can "Tell Stories from Images"](https://media2.dev.to/dynamic/image/width=1200,height=627,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fbpjhlyqfj4qdvmzgakok.png)
Dev.to · Evan Lin
🧠 Large Language Models
⚡ AI Lesson
6mo ago
[Gemini] Building a LINE E-commerce Chatbot That Can "Tell Stories from Images"
參考文章： Gemini API - Function Calling with Multimodal GitHub:...
Dev.to · Evan Lin
💻 AI-Assisted Coding
⚡ AI Lesson
6mo ago
Gemini 3.1: Real-World Voice Recognition with Flash Live: Making Your LINE Bot Understand You
Background Google released Gemini 3.1 Flash Live at the end of March 2026 March,...
Dev.to · Evan Lin
🤖 AI Agents & Automation
⚡ AI Lesson
7mo ago
LINE Bot with Long Memory: Firebase Database, Gemini Pro, and Cloud Functions
前言: 這是一篇為了 04/18 跟 Google Developer Group 合作的 BUILD WITH AI (BWAI) WORKSHOP...
![[TIL] Three-Hour Interview with Ji Yichao, Chief Scientist of Manus (Later Acquired by Meta)](https://media2.dev.to/dynamic/image/width=1000,height=500,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fpdrt6ua8o4yeqvy5lnmx.png)
Dev.to · Evan Lin
📰 AI News & Updates
⚡ AI Lesson
8mo ago
[TIL] Three-Hour Interview with Ji Yichao, Chief Scientist of Manus (Later Acquired by Meta)
(完整影片) 前言 這一篇 Manus (後來被 Meta 收購) 首席科學家 季逸超 的三小時訪談，真的是許多人 AI...
Dev.to · Evan Lin
💻 AI-Assisted Coding
⚡ AI Lesson
8mo ago
Learning Python: Building a Simple Customer Service LINE Bot with Embedchain
透過這個 EmbedChain 可以抓取許多種資料，這個圖片是測試他去抓取 「2023年LINE官方帳號方案價格調整，重點一次掌握」網頁上的資料來回覆給使用者。 官方帳號在哪一天調整價錢？...
![[Golang] Do You Like Golang? Become a Go GDE (Google Developer Expert)](https://media2.dev.to/dynamic/image/width=1000,height=500,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F6p9jebt660rvfn9pruif.png)
Dev.to · Evan Lin
🔧 Backend Engineering
⚡ AI Lesson
8mo ago
[Golang] Do You Like Golang? Become a Go GDE (Google Developer Expert)
前言 三年前（2016/08/21）第一次報名的大型研討會演講，就是在 COSCUP 講「如何透過 52 個專案來學習 Golang 」 。 之後就是舉辦 golang.tw...
![[TIL][Go] How to Install a Beta Version of Go](https://media2.dev.to/dynamic/image/width=1000,height=500,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ftsxk2tul4t09rshcgdx2.png)
Dev.to · Evan Lin
🔧 Backend Engineering
⚡ AI Lesson
8mo ago
[TIL][Go] How to Install a Beta Version of Go
Go 1.13rc1 在 08/22 推出，裡面包含了一些新的功能讓人想試試看。但是僅僅想要測試新的語言功能卻不希望更改工作環境的設定。這裡提供一個新的方式，就是直接將最新版本到 Go binary...
Dev.to · Evan Lin
🏗️ Systems Design & Architecture
⚡ AI Lesson
8mo ago
GopherCon 2019: Uber's Approach (1)
前提 偷個懶來看一下 GopherCon 2019 ，順便了解幾個有趣的議題。 GopherCon 2019: Elena Morozova - How...
Dev.to · Evan Lin
🔧 Backend Engineering
⚡ AI Lesson
8mo ago
Conference Review: Golang Tokyo Special @Tokyo - Memorable Experience Sharing from the Tokyo Go Community
前言 大家好，我是 LINE Taiwan 的 Technical Evangelist - Evan Lin。...
![[TIL][Golang] How to Get YouTube Video Information and Download YouTube Videos with Go (Updated June 3, 2020)](https://media2.dev.to/dynamic/image/width=1000,height=500,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fjhkbfv3ws32jc0e1l32n.png)
Dev.to · Evan Lin
🔧 Backend Engineering
⚡ AI Lesson
8mo ago
[TIL][Golang] How to Get YouTube Video Information and Download YouTube Videos with Go (Updated June 3, 2020)
前言： 這個專案是之前在開發 Project 52 所開發出來的，原因是看到一些解析 youtube 影片資訊的內容。透過 Golang 的 channel 跟...
![[TIL][Golang] Golang Community FAQ (1) - Type Assertion](https://media2.dev.to/dynamic/image/width=1000,height=500,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fkbay3eyq0hgcnk34xlx6.png)
Dev.to · Evan Lin
🔧 Backend Engineering
⚡ AI Lesson
8mo ago
[TIL][Golang] Golang Community FAQ (1) - Type Assertion
前言： 平常在臉書社群或是 Slack channel (https://t.me/golangtw)...
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