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To audit AI-generated tests, score how many mirror the code instead of checking it. Green CI proves your tests agree with the code, not that it is correct — and when one agent writes both, they often just mirror it. mirror_audit.py reads the test source with ast, never runs it, and scored a one-pass
Joyce, a native New Yorker, didn't think finding her first solo apartment in the city would be easy. But she also didn't think it'd be "hell." After looking at a lot of tiny, overpriced places she described as "shitholes," Joyce found her dream apartment: a reasonably priced studio in Manhattan. "It
The first Steam Machine reviews have gone live, and opinions are mixed. From price, performance, and convenience, here's what tech reviewers had to say.
All the ways to watch France vs Iraq free live streams online and without cable, as Didier Deschamps' team aim to book their place in the round of 32 of the World Cup 2026.
"Congratulations on Your Purchase" seems like a very expensive joke
Apple released iOS 27 beta 2 today, giving developers the first follow-up update since iOS 27 debuted at WWDC. The new beta is available now for registered developers ahead of next month’s expected public beta release. iOS 27 is a major iPhone update centered around Siri AI, Apple Intelligence, Liqu
AirPods Max 2 owners running iOS 27 or macOS 27 Golden Gate beta 2 can now enroll their headphones in Apple’s firmware beta program. Here are the details.
In addition to major changes to Siri and Apple Intelligence, iOS 27 is full of excellent quality-of-life improvements. One change that went under the radar is that iOS 27 makes it easier to update your Apple TV firmware.
According to a new rumor from a tipster on X, the upcoming Samsung Galaxy Watch9 and Galaxy Watch Ultra 2 will arrive with new band designs and colors, new watch faces, and other new features that will be part of the One UI 9 Watch release based on Wear OS 7. Compared to previous non-Ultra Galaxy Wa
iOS 27 beta 2 arrived today for developer testing, and it includes some welcome new features for RCS conversations in the Messages app.
Today, US MVNO Consumer Cellular announced the launch of SpeakEasy, which it bills as a standalone brand within its portfolio that is created specifically for seniors over the age of 75. SpeakEasy is built around the idea that "staying connected shouldn't require navigating complicated technology".
Following last month’s big redesign, Google continues to tweak the Gemini overlay on Android and has now expanded the plus menu.
Originally published at ffmpeg-micro.com Different platforms demand different frame rates. A 60fps screen recording won't fly on a broadcast system expecting 29.97fps, and uploading 24fps cinema footage to a platform that expects 30fps can cause playback stutters. FFmpeg gives you several ways to ha
Originally published at ffmpeg-micro.com Remotion lets you build videos the same way you build React components. But moving those compositions from your local dev server to a production pipeline usually means setting up AWS Lambda, managing cold starts, and watching your bill climb with every render
The Quest Begins (The "Why") I still remember the first time I stared at a blinking cursor, trying to write a function that walked through a folder tree and summed up the size of every file. My first attempt was a neat little loop with a manual stack, but it felt clunky—like I was trying to juggle f
Claude Code is mostly paragraphs. Tool output, reasoning traces, permission prompts — I read dense prose for hours in a terminal built around syntax highlighting conventions, where "readable" means "your keywords pop." That's the wrong optimization when your screen is 80% English at body size. I bui
You described what you wanted in plain English, the model wrote the Terraform, you ran apply, and it worked. No docs, no Stack Overflow, no fighting HCL syntax for an hour. That's vibe coding — building by describing intent and riding the model's output — and for infrastructure it is genuinely, addi
MCP — the Model Context Protocol — is having its moment. It's the "USB-C of AI": one standard plug, and suddenly your agent can read your GitHub, query your database, hit your internal APIs, post to Slack. I've built a few MCP servers myself. They're genuinely great. They're also the most casually-i
Chattr is a social platform built for the Twitch community. It's a React Native app with a Laravel backend, and over the past few months, I've published it to Google Play, the Apple App Store, and the Microsoft Store. Each store had its own set of challenges. Here's what I ran into and how I worked
Today marks Day 1 of my React journey. I've decided to document everything I learn—not because I'm an expert, but because I believe sharing the learning process can help other beginners while also helping me understand concepts better. Today's goal wasn't to build an app. It was to answer one simple
