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README.md

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 # Maintaining Personalized Experiences with Machine Learning
 
-⚠️🚨⚠️ __Important: [The Maintaining Personalized Experiences with Machine Learning](https://aws.amazon.com/solutions/implementations/maintaining-personalized-experiences-with-ml/) solution will retire in October 2025. Deployments (via CloudFormation or GitHub) will remain operational, but customers will assume responsibility for maintenance and API-related updates after support ends. Customers can explore using [Amazon Personalize](https://aws.amazon.com/personalize/) to deliver hyper-personalized user experiences in real-time at scale to improve user engagement, customer loyalty, and business results.__ ⚠️🚨⚠️
+⚠️🚨⚠️ __Important: Maintaining Personalized Experiences with Machine Learning has been deprecated and will not be receiving any additional features or updates. We encourage customers to explore [Amazon Personalize](https://aws.amazon.com/personalize/) to deliver hyper-personalized user experiences in real-time at scale, improving user engagement, customer loyalty, and business results.__ ⚠️🚨⚠️
 
 The Maintaining Personalized Experiences with Machine Learning solution provides a mechanism to automate much of the
 workflow around Amazon Personalize. This includes dataset group creation, dataset creation and import, solution