Frameworks for Responsible AI Product Development

## Ethics as a Non-Functional Requirement Responsible AI isn't a checklist at the end of development; it's a constraint that shapes the product definition. ### The 3-Step Framework 1. **Data Audits**: Before training, analyze your dataset for representation bias. Who is missing? 2. **Model Cards**: Document the model's intended use, limitations, and performance across different demographics. 3. **Feedback Loops**: Design UI mechanisms for users to report bias or errors easily. ### The "Red Team" Approach Hire diverse teams to try and break your model. If you can't find the flaws, you aren't looking hard enough.