organization to the level the platform demands Drive AI into engineering as a productivity lever Build shared infrastructure for AI‐assisted engineering: code generation, automated testing, agent‐based migration tooling, internal knowledge systems Move Crystal from individual AI tool usage to organization‐wide AI productivity, with measurable impact on delivery … throughput Reduce OpEx‐to‐revenue through architectural improvements, automation, and reduction of manual operational load Partner with the business Work directly with product, GTM, customer success, and finance to translate engineering investments into customer outcomes and revenue Communicate trade‐offs, risks, and progress clearly to the executive team ...