Designs and evolves an AI-native software engineering framework: building and orchestrating specialized AI agents across the whole dev lifecycle (requirements to delivery), with guardrails, human-in-the-loop controls, and CI/CD integration. Requires 5+ years in software engineering plus hands-on interest in AI/LLMs and agentic development.