Drive the Build-Operate-Transfer model by incubating new AI products, hardening them for production, and partnering with business-aligned technology teams to transition proven solutions for long-term ownership and scale. Set technical direction for AI solutions, making informed trade-offs across models, orchestration patterns, retrieval, tools, data, infrastructure, latency, cost, security, reliability, and long-term maintainability.