• Migrate and test existing bulk flashcard creation prompts in an updated AI environment with newer GPT models - and plan future migrations as OpenAI retires older models • Run test suites and manually review AI outputs for quality and correctness (fine-tune prompts) • Analyze real user data to identify failure patterns and inform prompt improvements • Streamline testing and evaluation workflows to make QA faster and more repeatable • Monitor production quality post-launch and detect regressions as underlying models shift • Build and maintain model evaluation datasets from real user inputs across all AI features • Write new test cases for edge cases, multilingual content, and messy real-world inputs • Document prompt changes, test results, and lessons learned • Work with the Content Team to apply flashcard authoring quality standards