Part 9/13:
Challenges and Safety Considerations
Despite promising prospects, Merkel faces notable challenges:
Model Deployment and Validation: While some AI applications are in production, fully deploying gen AI models remains complex due to data privacy, contextual relevance, and safeguarding against cross-client data leakage.
Data Security and Isolation: Ensuring models learn only from relevant data without compromising customer confidentiality is critical. Merkel emphasizes strict data boundaries to maintain security.
Optimization for Context: Models need to be finely tuned to specific retail contexts, requiring continuous refinement and validation.