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I maintain the internal systems of a mid-size manufacturer in Japan: pre-framework PHP that predates...


.NET Framework 4.8 still runs an enormous amount of enterprise software, and it is not going anywher...


Most characterization-testing effort is wasted. You write probes for files nobody touches. You...


A messy repo does not reward courage. It rewards measurement. The smallest safe change is a number,...


Java estates age in a particular way. The language survives, the frameworks calcify: Java 8 running....


A characterization suite that never caught a bug will not protect your refactor. It locks behavior.....


A refactor is safe when the behavior fingerprint is unchanged. The fingerprint is a hash of probe...


The fault that breaks the fewest tests is your first extraction. Measure blast radius before you...


Every AI patch lands in a repo you barely understand. Reviewing it blind is guessing with confidence...


Notes from trying to give one React component a place it could actually call its own We...


Introduction: The Inevitable Transition The migration of legacy Python 2 codebases to...


The Overlooked Champion: A Legacy in the Shadows In the annals of UFC history, few...


Showing Yourself Compassion Embracing Fail as First Attempt in Learning Showing Yourself...


Asking Questions and Seeking Other Perspectives Asking Questions and Seeking Other...


Asking Questions and Seeking Other Perspectives Asking Questions and Seeking Other...


Learning to Infer and Checking Our Inferences Learning to Infer and Checking Our...


Dolly Parton's death, announced via a pre-recorded video she requested years ago, was the final, met...