Build internal tools for organizational efficiency. Deploy specialized experts to customer accounts. Establish code standards and architectural best practices. Evaluate AI ML systems engineering and coding skills. Identify skill gaps in model context protocol tool calling and foundation models. Lead GenAI forward deployed engineering team. Lead technical hiring for forward deployed engineering. Partner with sales and tech leadership to define customer requirements. Resolve production blockers with Product and Engineering. Translate field insights into roadmaps.