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Bi-directional streaming for real-time agent interactions now available in Amazon Bedrock AgentCore Runtime

Bi-directional streaming for real-time agent interactions now available in Amazon Bedrock AgentCore Runtime

Building natural voice conversations with AI agents requires complex infrastructure and lots of code from engineering teams. Text-based agent interactions follow a turn-based pattern: a user sends a complete request, waits for the agent to process it, and receives a full response before continuing. Bi-directional streaming removes this constraint by establishing a persistent connection that …

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Tracking and managing assets used in AI development with Amazon SageMaker AI 

Tracking and managing assets used in AI development with Amazon SageMaker AI 

Building custom foundation models requires coordinating multiple assets across the development lifecycle such as data assets, compute infrastructure, model architecture and frameworks, lineage, and production deployments. Data scientists create and refine training datasets, develop custom evaluators to assess model quality and safety, and iterate through fine-tuning configurations to optimize performance. As these workflows scale across …

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Track machine learning experiments with MLflow on Amazon SageMaker using Snowflake integration

Track machine learning experiments with MLflow on Amazon SageMaker using Snowflake integration

A user can conduct machine learning (ML) data experiments in data environments, such as Snowflake, using the Snowpark library. However, tracking these experiments across diverse environments can be challenging due to the difficulty in maintaining a central repository to monitor experiment metadata, parameters, hyperparameters, models, results, and other pertinent information. In this post, we demonstrate …

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Governance by design: The essential guide for successful AI scaling

Governance by design: The essential guide for successful AI scaling

Picture this: Your enterprise has just deployed its first generative AI application. The initial results are promising, but as you plan to scale across departments, critical questions emerge. How will you enforce consistent security, prevent model bias, and maintain control as AI applications multiply? It turns out you’re not alone. A McKinsey survey spanning 750+ …

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How Tata Power CoE built a scalable AI-powered solar panel inspection solution with Amazon SageMaker AI and Amazon Bedrock

How Tata Power CoE built a scalable AI-powered solar panel inspection solution with Amazon SageMaker AI and Amazon Bedrock

This post is co-written with Vikram Bansal from Tata Power, and Gaurav Kankaria, Omkar Dhavalikar from Oneture. The global adoption of solar energy is rapidly increasing as organizations and individuals transition to renewable energy sources. India is on the brink of a solar energy revolution, with a national goal to empower 10 million households with …

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Unlocking video understanding with TwelveLabs Marengo on Amazon Bedrock

Unlocking video understanding with TwelveLabs Marengo on Amazon Bedrock

Media and entertainment, advertising, education, and enterprise training content combines visual, audio, and motion elements to tell stories and convey information, making it far more complex than text where individual words have clear meanings. This creates unique challenges for AI systems that need to understand video content. Video content is multidimensional, combining visual elements (scenes, …

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