Hands-on experience building, integrating, or operating AI copilots/assistants for developer or architecture workflows (e.g., agentic systems that orchestrate tools to perform architecture evidence gathering, code and config analysis, control validation, documentation generation, or review automation). Conducts architecture risk assessments across portfolios, leveraging hands-on knowledge of build, test, release, and run to pinpoint vulnerabilities, technical debt, operability gaps, resiliency weaknesses, and areas requiring remediation or investment.