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How I Built a Real-Time AI Stadium Intelligence Platform Using Only Prompts — PromptWars Virtual 2026
The ProblemEvery IPL match day, 33,000+ fans pack into stadiums with zero real-time intelligence. Staff coordinate manually via WhatsApp. Wait times at food courts are pure guesswork, and crowd surges go completely undetected until panic sets in. After the RCB stampede tragedy that killed 11 fans during their IPL title celebrations, I realized modern Indian stadiums are operating blindly. There is no single screen showing where crowds are building. No early warning when a queue crosses 20
Feature-Based Architecture in React: A Structure That Scales Without Turning Into Chaos
TL;DRThe classic components/hooks/utils structure often breaks down as the codebase and team growFeature-based architecture organizes code by domain responsibility, not by technical typeEach feature should expose a small public API, while keeping implementation details internalA lightweight features/core/ layer can hold reusable domain-aware slices shared across featuresFull features should stay isolated from sibling featuresThe key rule is simple: avoid deep imports and keep dependency di
Day 55: Single Table Design for User Profiles in DynamoDB
Hardcoding variables is a developer habit. Building user configuration is a Product mindset. 🛠️Up until today, my Serverless AI Financial Agent suffered from the classic "Minimum Viable Product" disease: hardcoded assumptions. The AI assumed a fixed €15 daily budget for everyone to maintain their savings streak, and it lazily parsed usernames directly from their Cognito JWT Token emails (e.g., turning [email protected] into "Ericridri11"). It worked for a proof of concept, but as a user expe
Day 55: Single Table Design for User Profiles in DynamoDB
Hardcoding variables is a developer habit. Building user configuration is a Product mindset. 🛠️Up until today, my Serverless AI Financial Agent suffered from the classic "Minimum Viable Product" disease: hardcoded assumptions. The AI assumed a fixed €15 daily budget for everyone to maintain their savings streak, and it lazily parsed usernames directly from their Cognito JWT Token emails (e.g., turning [email protected] into "Ericridri11"). It worked for a proof of concept, but as a user expe
30-Day Cloud & DevOps Challenge: Day 6 — Dockerizing My React Frontend
Yesterday, I packaged my backend into a Docker container. Today, I did the same for my React frontend.But there's a twist, frontend containers are DIFFERENT. No Node.js running. No npm start. Just pure, static files served by nginx.And I learned why nginx is the king of web servers. First: How Frontend Docker is DifferentBackend ContainerFrontend ContainerRuns Node.js serverRuns nginx (web server)Needs npm startJust serves static filesCode changes oftenBuild once, serve foreverPort 5000Port
Releasing react-modern-audio-player v2.0.0 - Lighter, Waveforms, and Truly Customizable
slash9494 / react-modern-audio-player 🔊 Simple, accessible and flexible audio player React Modern Audio Player DEMOhttps://codesandbox.io/p/sandbox/basic-nfrpfqFlexible and Customizable UIWaveform progress with wavesurfer.jsCustomizable layout and placement — with light & dark themesFull View Position Change Particular View Installationnpm install --save react-modern-audio-play
What to REACT?: Introduction to Frontend Development with REACT
This article was co-authored by Xander Jay CagangAs developers, we constantly aim for simplicity and efficiency in building websites and applications. Developing a user interface with only HTML and CSS can be challenging, mainly because it would result in a lot of lines of code. To help with these challenges, comes libraries. One user interface library that every beginner developer should know about is REACT. With React, a developer can create perfect websites and applications with efficiency.
From a Calorie Counter Prompt to a Local-First Nutrition Tracker
One of the things I’ve been trying to do lately is take project prompts seriously enough to turn them into public, polished repositories instead of leaving them as half-finished exercises.That’s exactly what happened with NutraFlux:https://github.com/johnnylemonny/NutraFluxThe project was inspired by the Calorie Counter idea from the App Ideas repository, but I didn’t want to stop at “search foods and show calories.”I wanted to push it into something that felt faster, cleaner, and more product-l
Advanced Use of Weak References in Memory Management
Advanced Use of Weak References in Memory Management IntroductionMemory management is a critical aspect of developing performant, sustainable applications, especially in environments like JavaScript where garbage collection is automated. As applications grow in complexity, so do the challenges around efficient memory use and prevention of memory leaks. One mechanism within JavaScript that plays a fundamental role in managing memory is the concept of weak references. This article delve
I Built a Side-by-Side Base64 / URL / HTML / Encoder and Finally Stopped Confusing Them
I Built a Side-by-Side Base64 / URL / HTML / Encoder and Finally Stopped Confusing ThemThere are only four text encoding schemes you run into daily on the web. And yet the moment you feed them anything beyond ASCII, each one starts behaving differently. The only way to internalize the differences, I found, is to see all four results next to each other."Is this supposed to be Base64 or URL-encoded?" "Why is 'あ' three bytes in the URL?" "Wait, is it \u{1f389} or \u1f389 for 🎉?" I kept hittin
How to breathe in fewer microplastics in your home
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Why Learning Full Stack Development Is Important Today
IntroductionCareers in technology are evolving faster than ever, and the skills that were in demand a few years ago are no longer enough on their own. Today, companies are looking for professionals who can adapt, build, and manage complete solutions—not just small parts of a system. That’s exactly why becoming a Full Stack Developer has gained so much importance.For students and freshers in Chennai, this shift presents a huge opportunity. Instead of learning only frontend design or backend
Running AI in the Browser with Gemma 4 (No API, No Server)
Most “AI apps” today are just API wrappers.That’s fine… until you care about latency, cost, or privacy.I’ve been exploring what it actually takes to run LLMs inside the browser, and Gemma 4 completely changes what’s possible.This is not theory this is what actually works. Why Gemma 4 is differentGemma 4 isn’t just another model release.It’s designed for: • on-device inference • agentic workflows • multimodal tasks (text, audio, vision)The important part?👉 The E2B / E4B variants ar
How I use Claude Code to refactor legacy code — without breaking production
How I use Claude Code to refactor legacy code — without breaking productionLegacy code refactoring is one of the most dangerous things a developer can do. You're changing code that works (somehow) without fully understanding why. One wrong move and production breaks.Here's my exact workflow using Claude Code that's let me safely refactor 50,000+ line legacy codebases. The problem with legacy refactoringLegacy code is scary because:No tests (or tests that don't actually test anything)N
Move From Vite To Ionify
If you are a Frontend developer. Moving from Vite to Ionify is moving from repeating tool work and plugin hooks to Engine with a memory and no plugin hooks!Try Ionify now, and I am totally sure you will not be able to reverse from Engine to tools again!It's not about performance only! It's moving from a tool mindset to an engine mindset!at Ionify: If the file content changes, the moduleHash changes, so the new transformed output goes to a new CAS path. The old one can still physically exist on d
The fastest way to build a Telegram Bot natively
The Fastest Way to Build a Telegram Bot NativelyBuilding a Telegram bot natively using Python and the python-telegram-bot library is one of the most efficient ways to create a fully functional bot with minimal overhead. This guide will walk you through setting up a bot, handling commands, and deploying it efficiently. PrerequisitesPython 3.8+A Telegram account (to create the bot via @BotFather)python-telegram-bot library (pip install python-telegram-bot) Step 1: Obtain Your Bot
Process PDFs in Browser Without Uploading: A Practical Guide
I built this because I watched a lawyer upload a client's contract to a "free PDF tool" with a .ru domain. Never again.What We're BuildingA browser-based PDF processor that extracts text, merges pages, and adds watermarks. Zero server roundtrips. The PDF never leaves the machine.Step 1: The Library// pdf-lib handles manipulation, pdfjs-dist handles extractionimport { PDFDocument } from 'pdf-lib';import * as pdfjs from 'pdfjs-dist';// pdfjs needs its worker loaded manually in most bundlerspdfjs.G
Why I'd pick Tailwind over Unocss in 2026
Frontend tooling has a half-life of about 18 months. By the time the community settles on a best practice, three alternatives have already shipped. Here's where things stand right now. Tailwind vs UnocssTailwind is the industry standard for a reason, but UnoCSS's on-demand approach is tempting. Here's why you'll probably stick with Tailwind.My pick: Tailwind.Tailwind's ecosystem is unbeatable. UnoCSS is clever, but you'll spend more time fighting its limitations than building features.That
Stop Adding Components for Everything — Try This Instead (Vue)
Most Vue libraries solve problems with more components.Need a loader? → add a componentNeed selection? → wrap everythingNeed scroll tracking? → install a plugin + wire stateAfter a while, your UI becomes a tree of wrappers and glue code.💡 What if behavior didn’t need components?I’ve been experimenting with a different approach:👉 using directives as a behavior layerInstead of adding structure, you attach behavior directly to elements.⚡ ExampleNo wrappers. No extra components. No layout changes.🧠
How a VFX Studio Brings Imagination to Life in Modern Filmmaking
In today’s digital world, a VFX studio plays a crucial role in creating the stunning visuals we see in movies, advertisements, and online content. From explosive action scenes to magical fantasy worlds, visual effects have completely transformed storytelling.But how exactly does a VFX studio work, and why is it so important?Let’s explore.🎬 What Is a VFX Studio?A VFX studio (Visual Effects Studio)** is a company that specializes in creating digital effects that cannot be captured during live film