How to Debug AI-Generated Code That Compiles But Behaves Wrong
AI-generated code that compiles is not the same as AI-generated code that works. Here is a practical debugging workflow for the gap between the two.
Expert insights on web development, AI integration, automation, and business technology.
AI-generated code that compiles is not the same as AI-generated code that works. Here is a practical debugging workflow for the gap between the two.
Most internal AI coding guidelines get ignored. Here is how to write rules engineers actually use daily, with examples of what works and what does not.
Add web push notifications to a PWA the right way, from service worker setup through permission UX and server-side dispatch.
Server-Sent Events are the simplest path to one-way real-time updates over plain HTTP. This guide covers the protocol, the code, and the production gotchas.
A risk register that lives in a forgotten spreadsheet is worse than no register at all. Here is how to build one that drives real decisions.
A practical guide to choosing engineering productivity metrics that lead to better software delivery without producing the wrong behaviors.
Most file upload code works on the demo and breaks the first time a real user tries to upload a 4GB video over a hotel WiFi connection. Here is how to build one that actually holds up.
Onboarding is where most products lose their newly acquired users. This guide walks through the design patterns that reduce drop-off without forcing users through tedious tutorials.
Regex snippets for common validation and parsing problems, with notes on why each pattern works and the edge cases that quietly break them.