Every team building an AI agent for the browser is making one architectural choice — whether they realize it or not. They're choosing how the LLM perceives the page. That choice cascades into everything else: cost per action, reliability on real-world apps, what gets banned by anti-bot systems, what kinds of tasks are even feasible. The choice currently breaks down into three approaches. They're o
Three times in a decade. That's how often a Linux copy-primitive bug has blown a hole through container isolation. In 2016 it was Dirty COW. In 2024 it was Leaky Vessels. In 2026, a new class of Linux copy-primitive bugs is proving, again, that containers share a kernel. And that kernel keeps betraying them. The pattern is hard to ignore. Bugs in how the Linux kernel copies, references, or manages
Release Date: May 20, 2026 — The most anticipated WordPress release in years is almost here. Let's explore everything you need to know before it lands. WordPress powers over 43% of the web. That's not a typo. Nearly half of every website you've ever visited runs on this open-source CMS. And yet, for much of 2025, things went oddly quiet — legal battles, contributor walkouts, and a compressed relea
You write a Dockerfile, run docker build, and get an image. But what’s really happening under the hood? Docker isn’t just “building” your app — it’s assembling a stack of immutable filesystem layers. Docker doesn’t build applications — it builds filesystem snapshots layer by layer. Let’s break it down. A Docker image is not a single file. stack of read-only layers. Every instruction in your Docker
TL;DR Bots passed humans on the open web. IP reputation feeds stopped working for residential traffic. IPv4 prices collapsed. AI crawlers became a measurable tax on public sites. And Europe finally started writing big GDPR checks while only fining 1.3% of complaints. If you ship anything that touches the public web at scale, the IP infrastructure you set up in 2022 is doing more harm than good i
Prologue A while ago, I decided to develop a fully accessible main navigation component in React after a fruitless search through third-party component libraries, npm packages and even GitHub repositories. A complex component needs requirements around all aspects of the component, and this article begins the process of defining those requirements. Note: This article is one of a series demonstrat
A few months ago I started with a simple goal: have a solid, reusable base for my PHP projects without pulling in a full framework every time. What I ended up with is something I'm genuinely proud of, and today I'm making it public. php-template is a PHP 8.2 MVC starter template with serious tooling, full testing stack, and something I haven't seen in other PHP templates: native support for AI age
Metric Value Django Average Response Time 287ms Node.js Average Response Time 193ms Django Memory Usage (1000 users) 1.8GB We tested Django 4.2 and Node.js 18.16 under identical conditions to measure their performance for reporting dashboard workloads. The test environment consisted of AWS EC2 m5.2xlarge instances (8 vCPUs, 32GB RAM) running Ubuntu 22.04. Both frameworks connected to th