Reflecting on some of the toughest challenges I've tackled in my career.

A real-world debugging story about a system that appeared stable while quietly breaking user trust—and how visibility, not patches, led to the real fix.

A case study on integrating generative AI into a production system without overwhelming users—focusing on restraint, context, and trust instead of feature density.