Design, develop, and productionize resilient agentic AI systems for cybersecurity: ingest and process high-volume security data, integrate LLMs in production, engineer context pipelines, optimize for reliability and performance, evaluate agent frameworks, and continuously test and harden systems against evolving attacks.