This includes evaluating, building, integrating, and operating coding agents; building the infrastructure to make these agents effective and safe in our environment; and pioneering new ways to apply AI to the entire development lifecycle - all the way from idea prototyping to code generation and review, to testing, to deployment, to operational diagnostics. Slow CI pipelines, flaky tests, observability that leaves you guessing, deploy processes that make people hold their breath - these are the things that nag at you, and you channel that into building practical solutions that measurably improve developer velocity and satisfaction.