When AI Refactors Your Code, But You Have to Refactor Its Architecture

How a simple authentication refactor taught me that AI assistants are great at code, but need human guidance for architectural decisions This article is based on my experience refactoring the authentication system in the heyradcode/do-not-stop project. The Task I had a shared authentication package (@do-not-stop/shared-auth) that was being used by both my frontend (React web) … Read more

How to Build an Asynchronous ReAct Agent in PHP with Symfony, Doctrine, and OpenAI

In the rapidly evolving landscape of software development, “AI integration” has become a ubiquitous line item. For many PHP developers, this translates to a simple service class that wraps Guzzle or symfony/http-client to call an OpenAI endpoint. This is a useful, but ultimately “dumb,” application. It has no memory, no context beyond what you spoon-feed … Read more

From Scaling to Healing: Designing Resilient Cloud Architectures

Key Takeaways Auto-scaling does not revolve solely around elasticity but also involves creating systems that can rebound innovatively and cost-effectively. Distributed systems Resiliency is built on observability, predictive scaling, and dependency awareness. Chaos testing helps the system practice recovering on its own and turns failures at scale into valuable lessons. By being mindful of both … Read more

The best new movies to stream this week

Spooky season is over, which means it’s officially Mariah Carey season. It also means streaming services are already loading up on Christmas movies. On pure principle, they’ll be omitted here – Santa doesn’t need a full two months of our attention. Also, while not a movie, worth noting that season two of The Vince Staples … Read more