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The 1z# Sites Guide to Buying Edu Email Accounts
The 1z# Sites Guide to Buying Edu Email Accounts24 hours response/(Contact US)➤ WhatsApp: +1 (262) 452-2139➤ Telegram: @pvasmmmarket➤ Email: [email protected]://pvasmmmarket.com/product/buy-edu-emails/ Are you on the hunt for a reliable way to access exclusive deals, discounts, and educational resources? Buying EDU emails might just be the answer you've been looking for. These email addresses, often linked to educational institutions, can unlock a treasure trove of benefits—from specia
The SSR State Management Trap: defineStore vs defineContextStore
You ship a Next.js-style SSR app with a global user store. A month later, a user files a bug: "I logged in and saw someone else's profile." You can't reproduce it locally. Production logs are useless. The session cookie looks fine.What happened: your global store is a singleton on the server. Under concurrent requests, one request's setUser() wrote to the same object another request was reading. The second user hit a warm server, got a hydration payload containing the first user's data, and saw
NeuralBridge: Open-Source Recovery Engine for AI Agents — Reproducible Benchmarks Inside
NeuralBridge: Open-Source Recovery Engine for AI Agents TL;DRWe built an open-source recovery engine for AI agents. It catches failures, retries intelligently, and learns patterns. The project is fully open-source with reproducible benchmarks — anyone can verify the results. The Problem Nobody Talks AboutAI agents fail. A lot.Not because they're poorly written, but because:External APIs rate limit (looking at you, GPT-4)Network requests timeoutThird-party services go downTokens r
🫡We'll Support You with All Our Might (AI Avatar v7: Pose Capture and More (VS Code and Chrome Extension))
IntroAI Avatar is a completely free app that lets your VRoid (VRM) 3D avatar animate in response to AI chat and the Enter key in VS Code and Chrome (Edge). I have been creating and updating AI Avatar with the mission of cheering, supporting, and making everyone feel happy. There was a long holiday called Golden Week in Japan. So I committed myself to updating AI Avatar and made many updates. I hope you will enjoy them, so let's take a quick look.🚀 Pose Capture 📸AI Avatar has a built-i
Ombudsman column: The Pentagon is trying to silence me
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Update on "Co-authored-by: Copilot" in commit messages
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Agents can now create Cloudflare accounts, buy domains, and deploy
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What building a life simulation taught me about probability and my father’s faith.
Some conversations stay with you longer than most books. One of the most memorable I've had was with my father. He argued that life must be the direct work of God because it was simply too improbable to arise on its own."Look at everything that had to happen for us to be here," he said. "This can't be a coincidence."I understood his intuition perfectly. Life does feel like a miracle. But something in his reasoning felt off, not because I don't believe in God, but because I felt we were reading t
JavaScript Bundlers in 2026: Vite, Rspack, Turbopack, and the End of an Era
The JavaScript bundler landscape has shifted more in the past two years than in the previous five. Webpack's decade-long reign is ending, and three Rust-powered contenders have emerged as the real choices for 2026.Here's the TL;DR: Vite is the default for new projects. Rspack is for migrating existing webpack codebases. Turbopack is the path of least resistance on Next.js. Rolldown is the future Vite is betting on. Which one is right for you depends entirely on where you're starting from. Q
StarFighter 16-Inch
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I Tested 15 LLMs for Web Scraping and Built Heuristics Instead
The problem nobody talks about: 600KB of DOMWhen I started building a web scraper, the obvious move was to send the page to an LLM and ask it to extract the data. Simple, right?Wrong. A typical product listing page is 500–700KB of raw DOM. Sending that to any model means you're paying for ~150,000 tokens per page, waiting 15–30 seconds per request, and hitting context limits on anything complex.I hit this wall on page one. Four months, 15 models, same resultI tested everything: GPT-4,
Telus Uses AI to Alter Call-Agent Accents
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Kill the Zombies: Why 2012 Dependencies are Making Your 2026 AI Feel Laggy
The Signal: The Ghost in the BundleYou’re building a cutting-edge Agentic UI. You’ve got streaming LLM responses and a sleek JupyterLab integration. But when you hit "Refresh," there’s a momentary hitch—a tiny, micro-stutter before the first token appears. You open the Network tab and see it: vendors-node_modules_jquery_dist_jquery_js.It’s 2026. We are orchestrating autonomous swarms, yet we are still dragging 30KB of compressed 2012 legacy code into the browser. It’s not just about file size; i
Advanced Code Obfuscation Techniques for JavaScript Security
Advanced Code Obfuscation Techniques for JavaScript Security IntroductionJavaScript has become a dominant language for web application development, leading to an increasing focus on security measures to protect sensitive code from unauthorized access or modification. Code obfuscation is a strategy employed to safeguard JavaScript code, making it difficult for attackers to understand or reverse-engineer. This article delves into advanced techniques of code obfuscation, providing a thor
I built a distributed compute grid where your idle laptop runs ML jobs — here's the architecture
The ProblemMost personal computers sit idle 90% of the time. Meanwhile, ML training and gaming workloads cost a fortune on cloud GPU instances. I wanted to bridge that gap — turn idle hardware into useful compute. What I BuiltComputePool — a hub-and-spoke distributed compute grid. Your Zo Computer acts as the control plane. Idle laptops and PCs become worker nodes that poll for jobs, execute workloads, and earn credits. ArchitectureNode Agent (Python) ← polls → Hub API ← dispatch
US Stock Screener
US Stock Screener Access addresshttps://usstockscreener-production-6b89.up.railway.app/A daily US stock screener built with FastAPI + React. Fetches a curated tech/value stock pool via yfinance, computes daily technical patterns and rolling indicators into a single data.parquet snapshot, and serves a full-featured filter/sort/research UI with real-time data support. Features Main ScreenerPattern filters — single/double/triple candlestick patterns, MA trend patterns, volume/v
How to Answer Frontend Performance Questions in Interviews
"How do you optimize a slow React app?" is deceptively open-ended. Answer without structure and you'll spend five minutes on memoization, forget to mention network or memory, and leave the interviewer unsure whether you have a repeatable process or just a collection of tricks.The framework that works is seven distinct problem areas, each with different root causes, different debugging tools, and different solutions. The right answer to a performance question starts with identifying which area is
React Server Components vs Next.js 15: Where performance in 2026
In 2026, React Server Components (RSC) and Next.js 15 power 78% of new React-based production deployments, but our benchmarks show a 42% gap in p99 TTFB for e-commerce workloads. 🔴 Live Ecosystem Stats ⭐ vercel/next.js — 139,281 stars, 31,024 forks 📦 next — 150,507,995 downloads last monthData pulled live from GitHub and npm. 📡 Hacker News Top Stories Right Now .de TLD offline due to DNSSEC? (490 points) Accelerating Gemma 4: faster inference with multi-token prediction drafters (4
Next.js Server Actions vs API Routes: Architecture, Performance, and Use Cases
With the introduction of the App Router, Next.js added two powerful server-side primitives:Server ActionsRoute HandlersAt first glance, they might seem interchangeable—both run on the server. But they're designed for different responsibilities, follow different execution models, and come with different constraints.Understanding these differences is essential to avoid architectural pitfalls and performance issues. What Are Server Actions?According to the official documentation, Server Action
Lithos UI: The Neo-Brutalist React Library (100% Free & Open Source)
Lithos UI is a ** production-ready**, Neo-Brutalist React component library designed for high-impact, high-contrast layouts. It is built to prioritize architectural precision and developer velocity.We enforce a strict engineering philosophy:Zero-Gap Architecture: We completely avoid the CSS gap property. Layouts are built using intentional, manual spacing logic for absolute structural integrity.YIQ Contrast Engine: Accessibility is mathematically guaranteed. Our built-in global engine automatica