limits, regex filters) to prevent known threats like prohibited terms or SQL injections. Output validation Ensures responses align with brand values via prompt engineering and content checks, preventing implemented as functions or agents that enforce policies such as jailbreak prevention, relevance validation, keyword filtering, blocklist enforcement, or safety classification. For example, the agent above