Case studies

These are public-safe write-ups of engineering leadership work: where the system was under strain, what I changed, and what got better.

Product Engineering

Building Product with an Operator Mindset

Brought operator context into product and AI prioritization so the roadmap reflected real workflow pain, not abstract feature demand.