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AI Keeps Reinventing Your Components. Here's How to Stop It.
just now (510+ words) Three days before a customer pilot, our PM pinged me: "Can we ship that analytics dashboard?" The design had been sitting in Figma for weeks. I promised I'd have it in production by Friday with AI co-pilot. By Wednesday morning, the PR was still in draft. Not because the UI was hard'it looked exactly like the mock'but because the AI kept inventing work. Here's what a typical week produced: Four days. Four completely different approaches. The code worked, technically. But maintaining it? Good luck. The root cause became obvious: AI doesn't read documentation the way humans do. It pattern-matches. And if your codebase doesn't have clear patterns to match, AI will invent its own'differently every time. After months of trial and error, here's what actually works. AI writes strange things when fetch logic, loading UI, and display live in the…...
Getting Started with Nop: Dynamic SQL Management
20+ min ago (740+ words) The Nop platform provides MyBatis-like dynamic SQL management capabilities, but its features are far richer and more powerful than MyBatis. At the same time, its implementation is actually simpler'based on NopORM, implementing SqlLibManager requires just a little over 300 lines of code. Use the @SqlLibMapper annotation to specify the associated sql-lib.xml file. Frameworks like JPA and MyBatisPlus have largely moved away from XML and rely entirely on Java annotations for configuration. This has led many to believe that XML is completely outdated, and some strongly oppose any framework that uses XML. This is actually a stereotype and a misconception. Using XML files has many advantages over annotations. All model files in the Nop platform support dynamic loading. As long as you modify a model file or any of its dependencies, the model parsing cache updates automatically. This makes debugging far more…...
Code Canvas: Building a New Way to See, Explore, and Understand Code
36+ min ago (415+ words) As developers, we've all felt the frustration of diving into an unfamiliar codebase'legacy projects, open-source repos, or even our own code from months ago. What should take minutes stretches into hours as you navigate countless files, hunting for where the logic actually lives. We know, all of us have suffered from this, but not anymore! We present to you Our Kiroween Project, Code-Canvas. Code Canvas is a visual code intelligence platform that transforms any repository into an interactive, explorable canvas. With just one click, upload any repo or your own code files and watch it come alive on an infinite canvas. No need to scroll through endless files and folders, see your entire codebase laid out visually. Navigate naturally, understand connections instantly, and watch your code flow through your files. Code Canvas turns static text into a living, breathing experience…...
𝐃𝐞𝐞𝐩 𝐃𝐢𝐯𝐞 𝐑𝐞𝐚𝐜𝐭 𝐍𝐚𝐭𝐢𝐯𝐞 #3: 𝐁𝐚𝐛𝐞𝐥 #2— The Real-World Battlefield
39+ min ago (253+ words) In the previous part, we established that Babel is the "Translator." Now, let's see how this translator handles difficult situations in a real project. Many developers configure Aliases, run the app, and it works perfectly, but VS Code is covered in red errors. Or vice versa: VS Code is happy, but the app crashes. Why? Because this is the "Triangle of Synchronization." For an Alias (e.g., @components/Button) to work smoothly, three giant systems must shake hands: The Trap Many people forget the extensions array. If you don't declare .ts or .tsx here, Babel sometimes won't know to apply the Alias to your TypeScript files, leading to random "Module not found" errors. Sync with tsconfig.json (Mandatory) Babel modifies the code underneath, but VS Code doesn't know that. You must "declare" it again to TypeScript: A good developer is always obsessed…...
Angular SEO Mastery: How I Fixed SEO for Our Angular SPA Using AWS Amplify + Prerender.io
41+ min ago (629+ words) To fully grasp how I fixed SEO for our Angular SPA using AWS Amplify + Prerender.io, it's essential to delve into the technical details of the implementation. This involves understanding how Prerender.io works, how to configure it within your Angular application, and how to integrate it with AWS Amplify's build and deployment process. By following these best practices, you can maximize the effectiveness of your Angular SEO strategy and achieve significant improvements in your website's search engine rankings and organic traffic. Remember that SEO is an ongoing process, and it's important to continuously monitor your website's performance and adapt your strategy as needed. Implementation: Step-by-Step Guide This section provides a concise step-by-step guide on how I fixed SEO for our Angular SPA using AWS Amplify + Prerender.io. This is a simplified overview, and specific steps may vary based on…...
CinemaSins: Everything Wrong With The Fantastic Four: First Steps In 20 Minutes Or Less
43+ min ago (219+ words) TL;DR CinemaSins" latest video, Everything Wrong With The Fantastic Four: First Steps In 20 Minutes Or Less, tears into the new FF movie'declaring it "just as sintastic as any other Marvel flick'all while plugging BetterHelp therapy discounts. For more nitpicks and pop-culture roasting, hit up their website, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), Discord, Reddit, TikTok, Instagram, and fill out their sinful poll. Big thanks to writers Jeremy, Chris, Aaron, Jonathan, Dene, Ian & Daniel'your sin counts wouldn"t be the same without them. Watch on YouTube CinemaSins" latest video, Everything Wrong With The Fantastic Four: First Steps In 20 Minutes Or Less, tears into the new FF movie'declaring it "just as sintastic as any other Marvel flick'all while plugging BetterHelp therapy discounts. For more nitpicks and pop-culture roasting, hit up their website, YouTube channels (@TVSins, @commercialsins, @cinemasinspodcastnetwork), Discord, Reddit, TikTok, Instagram, and…...
Sector HQ Weekly Digest - November 30, 2025
44+ min ago (91+ words) Who's shipping vs who's just talking? Here's this week's AI industry intelligence. No high hype alerts this week The AI industry continues to evolve rapidly. Companies that ship consistently rise in our rankings, while those focused on hype alone get flagged by our Hype Gap detector. Methodology: Our leaderboard tracks real product releases, funding events, partnerships, and market traction - not just PR and social media buzz. Want real-time updates? Check out the live leaderboard at sectorhq.co Track specific companies and get instant alerts when they move in the rankings....
i built a tiny mood based video picker so my lunch break doesnt disappear into scrolling
48+ min ago (287+ words) I built this because my food kept getting cold. Most days I'd sit down with lunch, open a video site "just to find one thing to watch, and then somehow I'd spend 1520 minutes just scrolling. No video, food already not warm anymore, and my break was kind of gone. At some point I got annoyed enough that I opened my editor and started hacking. I ended up with this: No login, no feed, no "here's 100 recommendations you didn't ask for. When I'm eating, I don't really want to choose. I just want one decent video that fits how I feel right now. So I started tagging stuff like: Whenever I watched something good, I'd drop it into my list and give it a mood. Break Picks is basically just a UI on top of that habit. Everything is curated manually....
Cool / must have Paint.net plugins
49+ min ago (134+ words) paint.net extensions / paint.net plugins boltbait.com/pdn kris vandermotten - object align/blur/gradient/other https://www.vandermotten.be/paintdotnet http://users.telenet.be/krisvandermotten/Downloads/PaintDotNetEffects.html madjik - seamless texture mike ryan - alias https://forums.getpaint.net/topic/112730-content-aware-fill-2018-10-4/ smudge https://forums.getpaint.net/topic/7291-pyrochild-plugins-2017-12-04/ aa assist + extra https://forums.getpaint.net/topic/16643-dpys-plugin-pack-2014-05-04/ https://gmic.eu/download.html paint.net extensions / paint.net plugins madjik - seamless texture mike ryan - alias Templates let you quickly answer FAQs or store snippets for re-use. Are you sure you want to hide this comment? It will become hidden in your post, but will still be visible via the comment's permalink. Hide child comments as well...
The Infrastructure Overhaul That Saved My Development Velocity — A Traefik & Turborepo Migration Story
54+ min ago (237+ words) Every morning, I would face the same ritual: I was losing 1.5-2 hours daily to infrastructure issues. That's when I decided enough was enough. My initial approach was naive: "Let's just fix the port conflicts." Lesson learned: You can't solve systemic problems with band-aid solutions. I spent days studying reverse proxy solutions: I chose Traefik for its Docker-native approach and automatic service discovery. Result: Complete failure. Services couldn't communicate, and I broke my existing setup. After days of debugging, I realized the core issue: I wasn't thinking in Docker networks. Key breakthrough: Creating the network as external and having services join it, rather than defining it inline. With Traefik in place, I could finally run multiple environments simultaneously: Each environment had its own subdomain, no port conflicts, and complete isolation. My old structure was a mess of Git submodules: I evaluated…...