Engineering insights, technical deep dives, and lessons from the trenches of building production software.
A rigorous empirical study testing AI-driven PHP-to-Rust translation reveals that compound error probability makes fully autonomous migration mathematically unviable beyond trivial codebases.
Why the real design decisions for cross-surface AI memory live behind the MCP shim, and what that means for building personal knowledge infrastructure.
How the AGPL closes the gap that lets SaaS providers use open-source code without contributing back, and why your licensing strategy matters more than you think.
A practical comparison from someone who's deployed both in production. When declarative wins, when imperative wins, and when it doesn't matter.
What to assess, what to fix first, and how to earn trust with an engineering team that didn't ask for outside leadership.
Twenty years in and the language keeps evolving. A look at what modern PHP actually looks like and why it still powers serious production systems.