What Actually Belongs in My AI Dev Stack in 2026

There is a big difference between using AI for development and having an actual AI development stack. Most developers still seem to be operating with a single-tool mindset. They pick one assistant, one model, one editor, and then expect it to handle everything from planning and architecture to implementation, debugging, review, and documentation. That approach breaks down quickly. In practice, the best AI workflow in 2026 is not about finding one perfect tool. It is about assembling a small stack where each part has a clear job. Fast models handle cheap iteration. Stronger models handle harder reasoning. Specs keep the whole process coherent. Review loops stop you from shipping nonsense with confidence. ...

April 6, 2026 · 8 min · James M

GitHub Spec Kit in 2026: SDD Goes Mainstream 🚀

Six months ago, we explored how GitHub Spec Kit was beginning to reshape software development. In early 2026, that promise isn’t just materializing - it’s accelerating. The project has hit version 0.5.0, the ecosystem has exploded, and Spec-Driven Development has transitioned from “interesting idea” to actual industry standard. Here’s what’s changed, and why you should care. The Big Shift: From Framework to Platform GitHub Spec Kit is no longer just a lightweight documentation toolkit. As of April 2026, it’s evolved into a full extensibility platform that works across the entire AI-assisted development landscape. ...

April 4, 2026 · 5 min · James M

Claude Code Source Leak: Anthropic's 2,000-File Exposure and What It Means

Anthropic’s Claude Code has been making waves as one of the most capable AI coding assistants available, but a significant internal leak has exposed the underlying technology behind the platform for the second time in just over a year. The incident raised fresh concerns about how the company handles sensitive internal information and operational security. What Happened An internal debugging file was mistakenly included in a routine software update and published to a public package registry used by developers. This file referenced a compressed archive stored on Anthropic’s cloud infrastructure. ...

April 1, 2026 · 3 min · James M

Hitting Claude Code Limits? Here’s the Setup I’m Moving Toward

I keep running into the same problem with Claude Code Pro ($20/month): I burn through the usage limits faster than I expect. The obvious solution is upgrading to the $200/month plan, but that feels excessive for how I actually use it. So I started exploring alternatives. What I’ve realised is that the best approach isn’t replacing Claude Code entirely - it’s building a hybrid AI developer stack where different models handle different types of work. ...

March 9, 2026 · 3 min · James M