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Journal

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

Fixing a System That Failed Without Failing

Fixing a System That Failed Without Failing

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.

Full Stack
Designing an AI Feature That Helped Without Getting in the Way

Designing an AI Feature That Helped Without Getting in the Way

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

AIFull StackPerformance