AI operationsAI Feedback Loops
AI feedback loops occur when a system's outputs influence the future data used to evaluate or retrain it.
AI incident responseAI Incident Notification Governance
AI incident notification governance defines when, how, and by whom AI-related events are escalated to leaders, customers, regulators, vendors, legal counsel, and affected parties.
AI abuse preventionAI Resource Abuse and Denial of Wallet
AI resource abuse targets compute, tokens, storage, tool calls, or paid services to exhaust capacity or create excessive cost.
API securityAPI-Based Data Ingestion Security
API-based data ingestion security validates the source, identity, authorization, format, rate, and integrity of data accepted through programmatic interfaces.
Agile deliveryAgile Tailoring by Context
Agile tailoring selects and adjusts practices to fit the product, team, risk, governance, technology, and organizational environment while preserving rapid learning and value delivery.
Privacy engineeringAnonymization and De-identification
Anonymization and de-identification reduce the ability to associate released or shared data with a specific person, while accounting for linkage and re-identification risk.