Vidya Vasudeva Rao
Software Quality Engineering Intuitive
Seminars
Wednesday 22nd July 2026
Panel: Proving AI Safety Through Robust Validation Beyond Performance Metrics
12:15 pm
- Understand why AUC, sensitivity, and specificity are insufficient to demonstrate clinical safety
- The “no gold standard” problem: disagreement among clinicians as a validation challenge
- Identifying bias, edge cases, and underrepresented populations in training/testing data
- Integrating AI validation with risk management, V&V, and regulatory evidence expectations
Thursday 23rd July 2026
Panel: How Quality, Engineering & Post-Market Data Connect to Reduce Field Corrections
1:45 pm
- Common root causes behind software-related field actions
- Using post-market signals to improve pre-market design and testing
- Strengthening feedback loops between complaints, risk files, and development
- Organizational practices that reduce repeat quality issues
