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Mutation Testing for Solidity: The Audit Quality Metric Your Protocol Is Ignoring Your test suite shows 100% line coverage. Every function is touched, every branch is hit. Ship it, right?
Anyone with a browser and a bit of curiosity could quietly pull draft pages about Anthropic’s unreleased “Claude Mythos” model, an invite‑only CEO retreat, and thousands of other assets from a public
Every few days, someone confidently declares that AI is about to wipe out software engineering. I don't buy that. I think software is much closer to woodworking than people realize. Before industri
Most people use AI assistants to write code. I've started using mine to break code first. It sounds counterintuitive, but this one change to my workflow cut my bug rate in half and made code reviews
Every model brags about context windows now. 128K tokens. 200K tokens. "Paste your entire codebase!" the marketing says. I tried it. I pasted 80K tokens of a Node.js project into Claude and asked it
Hot take: the worst use of AI coding assistants is the thing most people use them for — generating boilerplate. I spent three months auto-generating CRUD endpoints, form components, and config files.
The Dream of Mechanical Life Imagine waking up to the gentle hum of a robot preparing your coffee, your home adjusting its temperature for optimal comfort, and a digital assistant planning
Every few months, someone launches a product that promises to give your AI agent persistent memory. A vector database here, a knowledge graph there, maybe a retrieval system layered on top. They're a
A blunt reality check from the front lines of AI coding. On the Cursor forum, a developer asked why .cursorrules kept being ignored. The AI’s reply was painfully direct: "Even if you add Cursor Rules
You built a contact form, published it on your website, and started waiting for enquiries. Then one day, your inbox delivers something unexpected: a wall of foreign text, a string of suspicious links,
Friday Shipped & Scarred #1: The Day git --force Deleted 130 Commits (And How I Got 90 Back) First in a weekly series tracking PC_Workman development. The good, the broken, the lessons lear
There is a pattern that shows up in almost every React project where AI was involved. It looks harmless. It works on first glance. And it silently creates bugs that are annoying to track down. It lo
I scanned 100 businesses across Lahore, Saudi Arabia, and Japan. What I found wasn't a gap — it was a gulf. High ratings, loyal customers, zero digital presence. Here's the exact data. Tags: ai sta
When people hear "screenshot API," most of them picture a pretty straightforward task: send a URL, get back an image of the page. And that is the basic scenario, sure. But developers who've already in
METR measured it in 2025 — senior devs with AI coding assistants worked 19% slower and thought they were 43% faster. For side projects, this gap is career-ending for your product. In Jul
It started with a simple problem: I wanted Ayu Mirage in my JetBrains IDE, and it didn't exist. There were plenty of Ayu Dark ports floating around. I'd seen an Ayu Light somewhere. But Mirage — that
Introduction Imagine this: You’ve just launched your shiny new web app. Users are loving the smooth UI… until one clicks a button and the entire page freezes with a cryptic red error in the
Your AI Agents Are Exploring Blind. Here's How to Give Them a Map. Draft — queued after ai-autonomy-dod Every session, Claude reads the same files. Codex re-discovers the same plugin pa
For decades, software engineering has focused on two primary interfaces: User Interface (UI): Optimized for human perception—visual, intuitive, and interactive. Application Programming Interface (
Hey everyone 👋 Over the past couple of weeks, I’ve been building a side project called Opsrift. It started from a pretty simple frustration:postmortems, handovers, and incident documentation take wa