Methodological frameworks for the development, deployment, and governance of artificial intelligence systems in cybersecurity. Covers structured methodologies for AI risk assessment, model validation, ML/LLM system testing, AI threat modeling, AI Act compliance, and standards such as NIST AI RMF, ISO/IEC 42001, and OWASP AI Security and Privacy Guide.