When you build a PowerShell project from multiple files, the natural structure is clear: enums first, then classes, then functions. Each group has its own place, and as long as dependencies only flow in one direction, that structure works perfectly. But sometimes a function depends on a class, and that class calls the function. There is no longer a clean boundary between the two groups — they need
The drift problem nobody told you about If you have used Claude Code, Cursor, Aider, or any other AI coding agent across more than two projects, you have felt this: You start project A. You copy the .agents/ folder (or CLAUDE.md, or .cursorrules) from your last project. You tweak two things. Done. You start project B six weeks later. You copy from project A. You tweak three things this time. Now
Cross-posted from the Stigmem blog. Today we're releasing stigmem v1.0: A stable, open-source specification and reference implementation for a federated knowledge fabric for AI agents. Stigmem = Stigmergy + Memory. Stigmergy (Greek stigma — mark; ergon — work) is the coordination mechanism you see in ant colonies and termite mounds: agents don't communicate directly with each other. Instead, they
More rules should mean better output. That's the intuition. I spent weeks building a comprehensive CLAUDE.md — 200 lines covering naming conventions, security rules, error handling, architectural patterns, import ordering, type safety requirements, and more. I was proud of it. I'd thought through every scenario. Then I scored the output. 79.0 / 100. My carefully crafted documentation was actively
I've been burned by AI testing tools before. They promise "zero configuration, just point at your app," then spend 20 minutes generating test cases that fail on the login screen. So when I tried TestSprite, I went in skeptical — and came out with a more nuanced take than I expected. Here's my honest dev review after running it on a real project, with specific attention to how it handles locale-sen
Testing tools come and go. Most promise "zero code, full coverage." TestSprite actually made me stop and pay attention — for good reasons and a few frustrating ones. Background: What I Was Testing I was working on a mid-scale web application — a financial dashboard that aggregates payment data for Indonesian SMEs. The app handles IDR (Indonesian Rupiah) currency formatting, date displays in the dd
TL;DR: TestSprite is the most intuitive AI testing platform I've used. The test execution is solid, the dashboard is clean, and the automation works. But if you're building globally, watch out for locale handling gaps. Here's what I found after running it on a real project. I tested TestSprite on a SaaS project with users across 15+ countries. The onboarding was refreshingly simple — no complex se
When you're building a global app, localization testing is the unglamorous but critical work. Most devs skip it until production breaks in a timezone 12 hours ahead. I used TestSprite on a real project last week and found exactly why that matters. I tested a payment dashboard against TestSprite's locale suite. The app handles USD transactions with dates, timezone-aware reporting, and currency form