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We finish this session with a productive discussion! Thanks to all the speakers for their insightful talks! See you after lunch (2pm ET) to talk about Quality Assurance for AI Systems!

We wrap up with a discussion! Main takeaways: - Technical Debt in ML should be repaid - Set up robust MLOps pipelines early - Stay up to date with tools and techniques for QA Thanks to all the authors for their contributions!

And we are done! Thanks to all the speakers and their contributions to the task

With this, we close #CAIN2025! Thanks to all the chairs, and see you next year in Rio de Janeiro!!