Software architect, 17 years in Java and distributed systems, now building AI-augmented engineering workflows and publishing the measured results.
I measure whether AI actually moved the numbers in real codebases (PR throughput, lead time, change-failure rate, review quality) and publish the result, wins and losses alike.