Own product lines of agent-based AI systems: write machine-readable specs, design prompt/tool/schema behavior, build HTML prototypes with live model calls, run evaluations, choose model tradeoffs, instrument usage/quality/cost, and work closely with engineering, GenAI, design, and enterprise customers to ship measured outcomes.

Own and design the shared AI system architecture for production GenAI products: retrieval/RAG, agentic workflows, model selection/fallbacks, evaluation/regression testing, and production readiness. Build reusable patterns, mentor engineers, and ensure reliability, cost-awareness, and safe failure modes across products.