Familiarity with AI and cybersecurity risk frameworks and guidance, such as NIST AI Risk Management Framework, NIST Cybersecurity Framework, MITRE ATLAS, OWASP guidance for AI and large language model applications, ISO 27001, COBIT, and applicable regulatory expectations. Assess identity and access implications of AI solutions, including AI agents, models, platforms, APIs, data sources, tools, and agent-to-agent interactions, with particular focus on ownership, least privilege, lifecycle governance, runtime authorization, traceability, and access drift.