[
    {
        "type": "enhancement",
        "category": "STS",
        "description": "Documentation updates for AWS Security Token Service."
    },
    {
        "type": "api-change",
        "category": "OpenSearchService",
        "description": "Launching Amazon OpenSearch Service support for new zero-ETL integration with Amazon S3. Customers can now manage their direct query data sources to Amazon S3 programatically"
    },
    {
        "type": "feature",
        "category": "CleanRoomsML",
        "description": "Public Preview SDK release of AWS Clean Rooms ML APIs"
    },
    {
        "type": "api-change",
        "category": "OpenSearchServerless",
        "description": "Amazon OpenSearch Serverless collections support an additional attribute called standby-replicas. This allows to specify whether a collection should have redundancy enabled."
    },
    {
        "type": "api-change",
        "category": "ApplicationAutoScaling",
        "description": "Amazon SageMaker customers can now use Application Auto Scaling to automatically scale the number of Inference Component copies across an endpoint to meet the varying demand of their workloads."
    },
    {
        "type": "api-change",
        "category": "CleanRooms",
        "description": "AWS Clean Rooms now provides differential privacy to protect against user-identification attempts and machine learning modeling to allow two parties to identify similar users in their data."
    },
    {
        "type": "api-change",
        "category": "SageMaker",
        "description": "This release adds following support 1\/ Improved SDK tooling for model deployment. 2\/ New Inference Component based features to lower inference costs and latency 3\/ SageMaker HyperPod management. 4\/ Additional parameters for FM Fine Tuning in Autopilot"
    },
    {
        "type": "api-change",
        "category": "SageMakerRuntime",
        "description": "This release adds InferenceComponentName to InvokeEndpoint and InvokeEndpointWithResponseStream APIs to get inferences from the deployed InferenceComponents."
    }
]