Design, build, and ship production LLM and agentic AI systems for cybersecurity products. Lead architecture, model strategy, fine-tuning, post-training, inference optimization, evaluation, and deployment. Establish engineering practices, lead design reviews, mentor engineers, manage cross-functional technical outcomes, and translate customer needs into scalable, commercially viable AI solutions.