Prompt Engineering Defenses: Techniques to craft prompts that minimize harmful outputs, bias, and data leakage, ensuring responsible and ethical GenAI behavior.

Input Validation & Sanitization: Rigorous checking and cleaning of user inputs to prevent prompt injection attacks and manipulation of GenAI models.

Output Monitoring & Filtering: Real-time analysis and filtering of GenAI outputs to detect and block malicious, biased, or inappropriate content.

Access Controls & Authentication: Implementing strong authentication and authorization mechanisms to limit access to GenAI models and sensitive data.

Model Hardening & Patching: Regularly updating and patching GenAI models to address known vulnerabilities and enhance their inherent security against threats.