Posts

Commit messages usually become write-only noise exactly when you need them most. Here are two small AI prompt files I use to turn diffs into useful commits, and useful commits into better PR descriptions.

A structured diagnostic loop for prompt tuning inside the working context. Learn how to pivot AI agents from doing to reporting for better reasoning analysis.

Most backend architectures optimize for theoretical purity while ignoring real constraints. Learn how pragmatic layered architecture delivers 90% of Clean Architecture’s benefits with 10% of the ceremony—principles that work across any language or framework.