Part 8/12:
To address these challenges, organizations must implement comprehensive frameworks that incorporate:
Data Privacy & Security: Encrypt data, comply with laws, and prevent the leakage of personally identifiable information.
Fairness and Bias Mitigation: Train and fine-tune models to minimize disparities, and actively monitor outputs for bias.
Transparency & Explainability: Develop methods to trace responses back to data or reasoning pathways.
Security Engineering: Shift security considerations to the development phase ("shift-left"), including regular testing, auditing, and resilience against adversarial attacks.