AWS re:Invent 2025 - Agents in the enterprise: Best practices with Amazon Bedrock AgentCore(AIM3310)

2025-12-05 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing

As organizations scale AI agent development, robust enterprise architecture patterns become essential. In this advanced session, we'll explore how Amazon Bedrock AgentCore enables teams to build modular systems using their preferred frameworks while sharing tools through MCP gateways. Learn about A2A collaboration, shared memory, identity-based access controls, and integrated observability. Discover practical strategies for secure runtime deployment, standardized tool integration, evaluation frameworks, and end-to-end monitoring. Leave with actionable insights to build secure, scalable agent infrastructures that balance centralized governance with team autonomy.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Balance cost, performance & reliability for AI at enterprise scale (AIM3304)

2025-12-05 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing ELK GenAI

Deploying generative AI at enterprise scale requires balancing performance, cost, and reliability across diverse business purposes and use cases. Amazon Bedrock offers a complete portfolio of inference options, with on-demand cross-region inference for elastic scaling, on-demand service tiers for balancing performance and cost, including optimization options like prompt caching for improving latency while significantly reducing cost, and batch inference for cost-effective bulk processing. This interactive session covers the tools and approaches needed to architect hybrid inference strategies that enable enterprises to maximize price-performance ratios as AI workloads scale.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Using Strands Agents to build autonomous, self-improving AI agents (AIM426)

2025-12-05 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing Data Streaming

Explore the cutting edge of AI with Strands Agents—autonomous systems that evolve and learn continuously. We'll demonstrate advanced agents that can identify knowledge gaps, self-modify reasoning strategies, and dynamically build tools. These systems learn from interactions, improving decision-making without human intervention while communicating through multiple protocols and real-time, bi-directional streaming. Using Strands' model-driven approach, agents operate independently for extended periods, continuously enhancing effectiveness. Through real-world examples, see how self-improving agents have transformed business processes by adapting to changing requirements automatically. Join us to challenge conventional thinking about agent limitations and reshape your approach to building truly autonomous AI systems.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Accelerate AI workloads with UltraServers on Amazon SageMaker HyperPod (AIM362)

2025-12-05 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing Amazon SageMaker

Amazon SageMaker HyperPod streamlines compute and workload scheduling and management, allowing you to have access to compute resources faster and optimize spend more intelligently. In this session, we will demonstrate how, in a few quick steps, you can specify your preferred UltraServer instance type, desired amount, duration of your workload, and preferred start date and then watch HyperPod provision the infrastructure and run the workloads automatically. Learn to maximize compute resource utilization with HyperPod, and how HyperPod provides advance resiliency and maximizes performance with topology aware scheduling and comprehensive, multi-layered recovery for UltraServers.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Build AI your way with Amazon Nova customization (AIM382)

2025-12-05 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing Cyber Security

AI delivers the most value when it deeply understands your business. Whether you're enhancing the customer experience of your AI applications, or building agents that handle diverse tasks - Amazon Nova gives you tools to adapt the model to your specific needs. Learn how to combine the power of your organization's data for aligning model responses to your preferred tone and behavior, or training it on your unique workflows and business knowledge. Hear from Terra Security how they incorporated proprietary security data with built-in guardrails, dynamic refusal capabilities, and model retraining to ensure ongoing effectiveness in security operations.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Customize models for agentic AI at scale with SageMaker AI and Bedrock (AIM381)

2025-12-05 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing Amazon SageMaker

Amazon SageMaker AI provides purpose-built capabilities that create a reliable path to production for customized AI models that power your agentic AI applications. With SageMaker AI and Bedrock AgentCore, standardize and automate processes to move AI models and agents from prototype to production with reliability, observability, and governance at scale. Learn how to leverage ModelOps tools like SageMaker Pipelines to orchestrate workflows for model deployment, manage MLflow to track experiments across prompt strategies and agent configurations, and use Model Registry to enable compliant versioning. Discover practical patterns for bringing customized AI models and agents into production—quickly and responsibly.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Building scalable applications with text and multimodal understanding (AIM375)

2025-12-05 · AWS re:Invent 2024 Watch

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AWS Cloud Computing

Discover how Amazon Nova models bring text and multimodal understanding to your applications. Learn how Nova interprets across modalities to deliver responses for diverse use cases, from automating content analysis to enhancing search and discovery—leading to deeper insights and delightful customer experiences.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Create hyper-personalized voice interactions with Amazon Nova Sonic (AIM374)

2025-12-05 · AWS re:Invent 2024 Watch

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AI/ML API AWS Cloud Computing

We've all experienced it—that moment when an AI assistant creates more problems than it solves because of its robotic responses and lack of contextual awareness. It operates in a vacuum, making customer experiences less than delightful. In this session, you will learn how to create meaningful and hyper-personalized customer experiences with Amazon Nova Sonic and design patterns to enable new use cases. You will discover how Amazon Nova Sonic's tool use and function calling capabilities enable integration with external APIs and internal and external data sources to provide context that makes for delightful voice-based customer interactions.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Accelerating AI innovation with NVIDIA GPUs on AWS (AIM251)

2025-12-05 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing Cyber Security

Discover AWS's cutting-edge NVIDIA GPU-powered instances, including the P6 family of instances powered by NVIDIA Blackwell GPUs. Explore how these computing solutions enable training and deployment of trillion-parameter models, support extra-large context windows, and deliver real-time performance for high-concurrency applications. Learn about AWS's innovations in instance security, reliability at scale, and infrastructure efficiency. Hear directly from customers about their experience running GPU-intensive workloads on AWS. Join us to understand how AWS's accelerated computing solutions can drive your AI initiatives forward.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 -What’s new in search, observability, and vector databases w/ OpenSearch (ANT201)

2025-12-05 · AWS re:Invent 2024 Watch

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AI/ML Analytics AWS Cloud Computing Data Management S3 Vector DB

Discover the latest Amazon OpenSearch Service launches and capabilities that enable and quickly deploy agentic AI applications and vector search operations. Learn how new integrations with Amazon Q enable intelligent data discovery and automated insights, while enhanced Amazon S3 connectivity streamlines data management. This session showcases how our latest vector database optimizations accelerate AI/ML workloads for efficient development of agentic AI, semantic search, and recommendation systems. We'll demonstrate new cost optimization features and performance enhancements across all OpenSearch use cases, including significant updates to Observability. Whether you're building next-generation AI applications or scaling your existing search infrastructure, join us for a comprehensive update on new launches and releases that can transform your search and analytics capabilities.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Advanced data modeling for Amazon ElastiCache (DAT438)

2025-12-05 · AWS re:Invent 2024 Watch

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Analytics AWS Cloud Computing Data Modelling

This session delves into the intricacies of Amazon ElastiCache data modeling using the purpose-built Valkey data types to optimize application performance and scalability. Explore the use of strings, sets, sorted sets, hashes, bitmaps, and geospatial indexes to model complex relationships and solve use cases such as caching, session store, feature store, real-time analytics, geospatial applications, and rate limiters.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Build an AI-ready data foundation (ANT304)

2025-12-05 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing Data Governance GenAI

An unparalleled level of interest in generative AI and agentic AI is driving organizations to rethink their data strategy. While there is a need for data foundation constructs such as data pipelines, data architectures, data stores and data governance to evolve, there are business elements that need to stay constant like cost-efficiency and effectively collaborating across data estates. In this session we will cover how building your data foundation on AWS provides the tools and the building blocks to balance both needs, and empower organizations to grow their data strategy for building AI-ready applications.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Advanced data modeling with Amazon DynamoDB (DAT414)

2025-12-05 · AWS re:Invent 2024 Watch

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by Alex DeBrie (Amazon Web Services (AWS))

AWS Cloud Computing Data Modelling DynamoDB RDBMS

Amazon DynamoDB is a popular choice for modern applications because it’s a serverless database that provides single-digit millisecond performance at any scale. Optimizing your usage of DynamoDB requires a different approach to data modeling than traditional relational databases. In this session, AWS Data Hero Alex DeBrie shows you advanced techniques to help you get the most out of DynamoDB. Learn how to “think in DynamoDB” by learning the DynamoDB foundations and principles for data modeling. Further, learn practical strategies and DynamoDB features to handle difficult use cases in your application.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - [NEW LAUNCH] Deep dive into AWS Database Savings Plans (DAT326)

2025-12-04 · AWS re:Invent 2024 Watch

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AWS Cloud Computing

In this session, deep dive into the newly launched AWS Database Savings Plans, a flexible pricing model that works across multiple AWS database services. With Database Savings Plans, reduce your database costs by up to 35% when using serverless deployments and eligible instances over a 1-year term with no upfront payment. Learn how to analyze usage patterns, implement cost optimization strategies, and maximize savings while maintaining workload flexibility. Discover how to combine Database Savings Plans with existing pricing models and modernization initiatives. Walk away with best practices for optimizing database costs across your organization.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

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AWS re:Invent 2025 - Keynote Customer - Decart

2025-12-04 · AWS re:Invent 2024 Watch

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by Decart CEO (Decart)

AWS Cloud Computing

Decart CEO showcases that their model "Lucy" delivers live visual intelligence—understanding and responding to the world in real-time. Powered by AWS Trainium 3, Lucy achieves 4x better FPS than GPUs, 80% utilization efficiency, and up to 80% cost reduction.

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ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSEvents

AWS re:Invent 2025 - Keynote Customer - TwelveLabs

2025-12-04 · AWS re:Invent 2024 Watch

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by Jae Lee (TwelveLabs)

AI/ML AWS Cloud Computing S3

Co-founder and CEO Jae Lee shares how TwelveLabs built video intelligence AI foundation models on AWS to process millions of hours at petabyte scale using Amazon S3 and S3 Vectors to store billions of embeddings that provide actionable insights.

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ABOUT AWS Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world’s most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSEvents

AWS re:Invent 2025 - Build agentic workflows on AWS with third-party agents and tools (AIM3311)

2025-12-04 · AWS re:Invent 2024 Watch

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AI/ML AWS Cloud Computing

Discover how to architect and enhance AI development workflows on AWS with powerful third-party agents and tools from AWS Marketplace using Amazon Bedrock AgentCore Gateway and Runtime. This session walks through real-world use cases for third-party agents and how to efficiently source and deploy AI development tools the moment you need them. Through architecture diagrams and live demonstrations, we'll explore how to import tools via Gateway, establish connections with your IDE and MCP client, and deploy tools in AgentCore Runtime. Learn architectural best practices and see implementation patterns that showcase the power of integrating third-party products into your AWS workflows.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - Build autonomous code improvement agents with Amazon Nova 2 Lite (AIM429)

2025-12-04 · AWS re:Invent 2024 Watch

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AWS Cloud Computing

Dive deep into the reasoning capabilities of Amazon Nova 2 Lite to create intelligent agents that understand and improve your codebase autonomously. Watch live coding to learn practical implementation patterns, architectural considerations for long-horizon agentic workflows, and how to transform manual code maintenance into intelligent, automated engineering solutions.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - Introducing the new Amazon SageMaker notebooks for analytics and ML (ANT212)

2025-12-04 · AWS re:Invent 2024 Watch

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AI/ML Analytics AWS Cloud Computing Amazon SageMaker

Getting started with your data shouldn't require hours of setup or juggling multiple tools. Discover how the latest launches for Amazon SageMaker, including one-click onboarding of existing datasets and a new serverless notebook with a built-in AI agent help you move from raw data to production-grade pipelines and applications. We'll show you how our newest announcements translates into faster time-to-value, reduced operational overhead, and the ability to scale from exploration to production.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS

AWS re:Invent 2025 - Coding an MCP server for Amazon Aurora (DAT429)

2025-12-04 · AWS re:Invent 2024 Watch

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AI/ML AWS Aurora Cloud Computing LLM

Do you want to build an MCP server for your application running on Amazon Aurora where you control the access without handing full control to an LLM and the AI agents simply call it? In this code talk, learn about MCP servers, how they can help you, and key considerations to ensure you can safely and predictably enable LLMs to call it. See live coding firsthand and learn the code required to build a MCP that is designed to meet your requirements. Discover how you can integrate AI agents with MCP servers while ensuring secure database access.

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ABOUT AWS: Amazon Web Services (AWS) hosts events, both online and in-person, bringing the cloud computing community together to connect, collaborate, and learn from AWS experts. AWS is the world's most comprehensive and broadly adopted cloud platform, offering over 200 fully featured services from data centers globally. Millions of customers—including the fastest-growing startups, largest enterprises, and leading government agencies—are using AWS to lower costs, become more agile, and innovate faster.

AWSreInvent #AWSreInvent2025 #AWS