Tech notes & insights · AI × Full-stack × DevOps · 264+ hands-on writeups
Explore the latest tech trends
Token Monitor 實測：把一堆 AI 工具的 token 用量，收進同一個畫面
同時開 Claude Code、Codex、Copilot、Cursor，額度到底燒到哪？Token Monitor 把這些工具的用量收在同一個畫面，還能跨裝置同步。這篇是 Windows 實測：怎麼裝、Hub URL 設定藏在哪、為什麼要自己做 Dashboard、重開機不會自己起來要怎麼補、覺得卡的時候調哪裡，還有我做過的資安檢查。另外整理了團隊要正式導入前必須補的三個缺口：資料還存在 JSON 檔、每台都要手動填 Hub 網址、自己 build 的版本沒有更新通道。
The author's company
Vibe Coding architecture & coaching
Built internal tools with AI but afraid nobody can fix or change them safely? 226 Network helps you put the code in Git, keep secrets out of it, move schedules onto a stable host, and add handover docs and tests.
Categories
Browse articles by category
The world's leading VPN, independently audited
NordVPN
Best current discount via this site's link
- Encrypts public Wi-Fi traffic
- Watch home streaming abroad
- One account protects 10 devices
This page contains affiliate links: buying through them may earn me a small commission; clicking the link or entering the promo code usually gets you a better price.
Podcast
Mark's Tech Insights — Daily AI News
Daily curated AI and tech trends. Catch the latest developments via audio summaries — covering AI applications, software architecture, DevOps, and engineering practice.
More Posts
Continue exploring more tech content
Stop Using Regex! Build World-Class International Phone Number Validation with Google libphonenumber 套件
Struggling with the complex rules and regular expressions (Regex) for international phone number validation? This article shows how to use Google's libphonenumber library and easily implement it with React-phone-number-input (frontend) and libphonenumber-csharp (backend). Say goodbye to maintenance nightmares and provide an excellent user experience.
Training Your Own AI Voice: Hardware Requirements, Open-Source Model Comparison, and LoRA Fine-Tuning
My experience training AI voice: hardware differences for training vs. inference, comparing open-source TTS models like Qwen3-TTS and CosyVoice, LoRA fine-tuning implementation, and handling Chinese pronunciation.
AI Product Thinking: The Dual Engine Driving Internal Efficiency and External Growth
In the AI era, merely adopting technology is insufficient. This article explores how to leverage "AI product thinking"—from enhancing internal software engineering efficiency and quality to optimizing external user experience and creating business value—to fully unleash AI's true potential and build winning products.
From Project to Product: The Structural Dilemma of Taiwanese Software?
This article delves into the challenges facing Taiwan's software industry, analyzing core problems such as market size, dependence on government projects, talent drain, and development processes. Under the impact of the AI era, how can Taiwan's software industry transform to find new paths forward and a competitive edge?
Vibe Coding Tips: AI Is an Amplifier — Don't Let It Magnify Your Tech Debt
Vibe Coding looks productive, but with AI assistance it can amplify flaws and leave systems hard to maintain. This article explores why solid software engineering thinking still matters, and shares concrete engineering tips for avoiding isolated information silos and building genuinely robust applications.
AI Works Hard, But It Has No Idea What You're Doing: Practical Reflections from Multi-Agent to Vibe Coding
Introduction: The more I use AI, the more I feel it doesn't really understand what you're doing. This isn't me being pessimistic, but an honest takeaway after getting my hands dirty for a while. When you give it a complex task, the quality of its output is inherently capped by its limited context. It's fast and diligent, but it doesn't "understand" what you're doing. In this post, I want to discuss three things: the essence of Multi-Agent, the hidden aspects of Vibe Coding...
When AI Becomes the #1 Reason for Layoffs: A Calm Observation from an Engineer
In March 2026, AI surpassed "operational restructuring" and "market adjustments" for the first time to become the leading reason for corporate layoffs, accounting for 25% of all announced cuts — about 15,341 positions. As an engineer who uses AI tools daily, I take a calm look at what the data actually says, what's hype, and what it means for our profession.
Three Major Software Development Trends for 2026: The Decline of Manual Coding, Enterprise Adoption Hurdles, and the Reshaping of AI Development and Full-Stack Roles
By 2026, AI-assisted development will be the norm. While code is being produced faster, software quality isn't keeping up. This post covers three phenomena I've observed: the decline of handwritten code, the structural reasons why traditional enterprises are struggling to adopt AI, and the trend of full-stack roles being reshaped.
Multi-Agent in Practice: Why I Chose the Supervisor Pattern to Coordinate AI Agents
An in-depth comparison of the two dominant Multi-Agent architectures (Network vs Supervisor), illustrated with a LangGraph-powered podcast auto-generation pipeline. Covers Supervisor design thinking, feedback loops, and fault-tolerance strategies.
Claude Code Advanced Techniques — GitHub Web Development, Hook Knowledge Base, Remote Control, and Common MCPs
A roundup of practical Claude Code techniques — Memory MCP for cross-session memory, Schedule for automation, Headless Remote Control, GitHub Actions integration, recommended MCPs, and security scanning — to make AI Pair Programming more effective.
From Copilot to Cursor to Claude: Auto-Distilling Knowledge Docs During Development with Claude Code Hooks
A real-world comparison of Claude, Cursor, and GitHub Copilot, plus notes on Gemini 3.1 image generation, the rise of CLI tools, an SQL reasoning failure case, and a Claude Code hook-driven knowledge distillation workflow.
Building an All-New Tech Blog with AI: The Complete Overhaul from a Legacy Architecture to Next.js 15
A guide on how to build a brand new blog in one day using Claude Code, from analyzing the old Blogger architecture to designing a new one with Next.js 15. This includes integrating AI-generated images, videos, music, and TTS, and creating an architecture showcase video with Vertex AI Veo 3.1.
Subscribe to Newsletter
Subscribe to get new posts delivered instantly — never miss a tech share.
By submitting, you agree to receive emails. You can anytime.