![[AI in Practice] Building a Dynamic LINE Group Buying Bot with Edit and Unsend Webhooks](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%2F33ax9l8y7x22l8g8c8we.png)
#api#development#programming#tutorial
[AI in Practice] Building a Dynamic LINE Group Buying Bot with Edit and Unsend Webhooks
When Messages Can Be Taken Back: Building a "Shapeshifting" LINE Group Buying Bot with Edit...
Evan Lin10 min read
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Evan Lin
Attitude is Everything. @golangtw Co-Organizer / LINE Taiwan Technology Evangelist. Golang GDE.
Articles by @evanlin
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Evan Lin10 min read![[AI in Practice] Gemini 3.5 Transcribe: Real-time Transcription and Speaker Diarization in a macOS Meeting Translation App](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%2Fudgovtjbiaczdi0uthl3.png)
#ai#api#gemini#softwaredevelopment
[AI in Practice] Gemini 3.5 Transcribe: Real-time Transcription and Speaker Diarization in a macOS Meeting Translation App
Previously I have a macOS App I use myself, gemini-live-translate-macos. It uses...
Evan Lin21 min read![[Go in Practice] Writing Modern Go with AI: Testing JetBrains go-modern-guidelines and Refactoring a 1,039-line main.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%2Fnaugad5rry7u00pyg8wh.png)
#ai#go#programming#refactoring
[Go in Practice] Writing Modern Go with AI: Testing JetBrains go-modern-guidelines and Refactoring a 1,039-line main.go
Background In the AI era, even I delegate most of my code optimization or writing tasks...
Evan Lin20 min read![[LINE Bot Debugging] A 403 Error and Three Underlying Issues: npm Version Drift, Node.js Requirements, and Cloudflare Verificati](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%2Fow7ba0ykmmkzcxhufeag.png)
#backend#debugging#docker#node
[LINE Bot Debugging] A 403 Error and Three Underlying Issues: npm Version Drift, Node.js Requirements, and Cloudflare Verificati
前情提要 「網址擷取失敗，幫我看一下...
Evan Lin12 min read![[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)
#ai#api#gemini#llm
[Gemini API in Action] Adding a "Detailed Research Report" Button to a LINE Bot: Using Google Search Grounding to Turn Summaries
Background My LINE Bot has always had a summary feature: you drop a URL in, it crawls...
Evan Lin10 min read![[Claude Code in Practice] Rethinking Terminal Workflows: From zsh Autocomplete to Search and Diff Toolchains](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%2Fylxm4s73to32gdp8ms03.png)
#claude#cli#productivity#terminal
[Claude Code in Practice] Rethinking Terminal Workflows: From zsh Autocomplete to Search and Diff Toolchains
痛點：每打一個指令，都要重新來一次 平常用 Claude Code 處理事情的時候，一直有兩個小摩擦一直在，只是還沒認真處理過。 第一個是 shell...
Evan Lin5 min read![[Dev Log][Python] Create short videos from photos and clips with Gemini 3.7 Flash: ReelCraft](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%2F7mbo2bfkglblo44jev8w.png)
#ai#gemini#python
[Dev Log][Python] Create short videos from photos and clips with Gemini 3.7 Flash: ReelCraft
Preface: It all started with a misunderstanding. I noticed a new page in the Gemini API...
Evan Lin13 min read![[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)
#agents#ai#go#security
[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...
Evan Lin10 min read![[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)
#javascript#node#sideprojects#webdev
[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....
Evan Lin8 min read![[Book Sharing] Tsaisang’s Tales of the Strange: Japanese Mythology, Ghost Stories, and Sometimes Taiwan](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%2Fn8sjpcgalo0c958t8vsr.png)
#books#reviews
[Book Sharing] Tsaisang’s Tales of the Strange: Japanese Mythology, Ghost Stories, and Sometimes Taiwan
蔡桑說怪 日本神話與靈界怪談，有時還有臺灣 共 73 人評分 作者： 蔡亦竹 出版社：圓神出版 Enter fullscreen mode Exit...
Evan Lin5 min read![[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)
#ai#books#career#learning
[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...
Evan Lin9 min read![[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)
#ai#cloud#gemini#google
[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...
Evan Lin5 min read![[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)
#architecture#blockchain#tutorial#web3
[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「...
Evan Lin7 min read![[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)
#ai#cloud#google#llm
[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...
Evan Lin5 min read![[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)
#ai#claude#programming#softwaredevelopment
[AI in Action] Refining a macOS Meeting Translation App with Claude Code: Auto-reconnect, Floating Captions, and Meeting Minutes Export Evolution
Foreword: Round Two, Switching to a Sharper Tool In the previous article, we used AGY...
Evan Lin10 min read![[Gemini API in Action] Building MemeFinder: A Native Mac Menu Bar Widget for Finding Memes via Text Using Gemini Vision & Semantic Embeddings](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%2Fbjjl8qvwghok1wcofsec.png)
#ai#api#gemini#python
[Gemini API in Action] Building MemeFinder: A Native Mac Menu Bar Widget for Finding Memes via Text Using Gemini Vision & Semantic Embeddings
The Origin: Mid-Conversation, Where on Earth Is That Meme? Anyone who chats a lot has a...
Evan Lin10 min read![[Gemini API] Gemini Batch API and Webhook API practical usage on restaurant survey](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%2Fzyfgncl2qh3n7f3xpmjo.png)
#api#gemini#llm#tutorial
[Gemini API] Gemini Batch API and Webhook API practical usage on restaurant survey
A Powerful Tool for Asynchronous Processing: Gemini Batch API & Webhooks When...
Evan Lin7 min read![[I/O Extended Taipei] Building with Gemini APIs: From Calls to Autonomous Systems](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%2Fhs22jga5dlbwf0pp9qys.png)
#ai#api#gemini#google
[I/O Extended Taipei] Building with Gemini APIs: From Calls to Autonomous Systems
(Activity: Google I/O Extended 2026 Taipei / Presentation: SpeakerDeck) Context: The...
Evan Lin6 min read
#ai#api#gemini#google
[Hands-on Gemini 3.5 Live
Brand New API Unveiled: Gemini 3.5 Live Translate On June 9, 2026, Google officially...
Evan Lin6 min read![[AI Practice] Building blazing-Fast AI Mac OS App with Antigravity 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%2F0c46l59dnusxpmnao70k.png)
#ai#gemini#productivity#softwaredevelopment
[AI Practice] Building blazing-Fast AI Mac OS App with Antigravity CLI
Foreword: A Developer's New Collaboration Model Imagine this scenario: you are...
Evan Lin5 min read![[GCP Practical] LINE Business Card Bot](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%2F51ixx8tpbh4lc7167hqw.png)
#api#gemini#google#python
[GCP Practical] LINE Business Card Bot
Upgrade Preamble After refactoring the agent based on Vertex AI ADK, our LINE Name Card...
Evan Lin5 min read![[Gemini][Agent] Google Managed Agents API](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%2Fdh4oc4fcr0t5zi6n1dq7.png)
#agents#api#gemini#google
[Gemini][Agent] Google Managed Agents API
(Image Source: Google Cloud Docs - Managed Agents on Agent Platform) Preamble: The era of...
Evan Lin11 min read
#ai#cli#google#productivity
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...
Evan Lin4 min read
#ai#gemini#google#python
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...
Evan Lin8 min read![[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)
#cli#gemini#mcp#tutorial
[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:...
Evan Lin12 min read
#api#gemini#llm#rag
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...
Evan Lin11 min read![[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)
#ai#gemini#googlecloud#tutorial
[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...
Evan Lin4 min read
#ai#gemini#googlecloud#tutorial
GCP Hands-on: Deploying OpenAB - Building a Gemini ACP Bridge for Telegram on GCE
Background Recently, in order to enable AI coding assistants (such as Claude Code or...
Evan Lin3 min read
#agents#ai#googlecloud#tutorial
GCP in Action: Building a Persistent AI Assistant with GCE, Hermes Agent, and Telegram
Background After solving the LINE Bot's Vertex AI migration, I started thinking: Could...
Evan Lin3 min read
#ai#api#gemini#google
Gemini 3.1: Native TTS for Easier, More Powerful Summary Reading
Background In the previous practical session, we used Gemini 3.1 Flash Live to achieve...
Evan Lin4 min readAdvertisement