Consequence-driven Cyber-informed Engineering (CCE), API security, Data Governance, EU AI Act compliance, MITRE ATLAS, Training data integrity verification, Prompt injection, Model evasion, AI risk governance, AI-assisted code verification, NIST AI Risk Management Framework, Activity logging, Data poisoning, API scoping, Human-in-the-loop approval gates, PII anonymization, Secure MLOps, Adversarial ML defense