I've spent 17+ years building and scaling engineering organizations, most recently at Booking Holdings, and before that at Myntra, RedMart and Numerify, across eCommerce, travel and SaaS. My work has always centered on one question: what does it take for an engineering organization to do its best work, repeatedly, at scale, and under real pressure? These days that question runs straight through AI. I wrote AI Is the Easy Part and publish weekly for engineering leaders because the hard part was never the models, it's the organizations: the operating models, talent, metrics and leadership that decide whether individual AI productivity ever turns into real business value. AI creates capability. Organizations create value. Most of the interesting work lives in the gap between the two. If you book a session, expect a direct, practical conversation grounded in having done the work, not slideware. I'm most useful on leading engineering through AI transformation, rethinking productivity and metrics for an AI-era org, growing junior engineers when the work that used to build them is being automated, and navigating the step into or up within engineering leadership. Bring a real situation and we'll work it.