AWS re:Invent 2025 - Autonomous agents powered by streaming data and Retrieval Augmented Generation

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum Flink AWS Kinesis RAG Data Streaming

Unlock the potential of intelligent autonomous agents that combine real-time streaming data with Retrieval Augmented Generation (RAG) for dynamic decision-making. You will learn how to use streaming technologies like Amazon Kinesis, Amazon MSK, and Managed Service for Apache Flink create a robust pipeline to transform raw events into actionable insights. This session will show you how autonomous agents leverage these real-time insights with RAG architecture powered by OpenSearch, enabling immediate, context-aware responses to changing conditions. This practical architecture drives real-world value in critical scenarios like predictive maintenance, automated incident response, and intelligent customer service automation, with improved accuracy and reduced latency.

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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 - Fast-track to insights: AWS-SAP data strategy (ANT333)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Analytics AWS ETL/ELT Amazon SageMaker SAP

This lightning talk showcases AWS and SAP's innovative solution for enterprise data integration challenges. Learn how to access data between SAP and AWS environments, eliminating complex ETL pipelines while maintaining business context. In this talk, we will demonstrate how to enable zero-ETL integration between SAP and Amazon SageMaker so that you can reduce time spent building data pipelines and focus on running unified analytics and AI/ML on all your data.

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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 - Powering your Agentic AI experience with AWS Streaming and Messaging (ANT310)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Flink AWS Kinesis GenAI Kafka Data Streaming

Organizations are accelerating innovation with generative AI and agentic AI use cases. This session explores how AWS streaming and messaging services such as Amazon Managed Streaming for Apache Kafka, Kinesis Data Streams, Amazon Managed Service for Apache Flink, and Amazon SQS build intelligent, responsive applications. Discover how streaming supports real-time data ingestion and processing, while messaging ensures reliable coordination between AI agents, orchestrates workflows, and delivers critical information at scale. Learn architectural patterns that highlight how a unified approach acts on data as fast as needed, providing the reliability and scale to grow for your next generation of AI.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - Accelerate analytics and AI w/ an open and secure lakehouse architecture-ANT309

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Analytics AWS Data Lakehouse Iceberg LLM Amazon SageMaker Cyber Security

Data lakes, data warehouses, or both? Join this session to explore how to build a unified, open, and secure data lakehouse architecture, fully compatible with Apache Iceberg, in Amazon SageMaker. Learn how the lakehouse breaks down data silos and opens your data estate offering flexibility to use your preferred query engines and tools that accelerate time to insights. Learn about recent launches that improve data interoperability and performance, and enable large language models (LLMs) and AI agents to interact with your data. Discover robust security features, including consistent fine-grained access controls, attribute-based access control, and tag-based access control that help democratize data without compromises.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - Accelerating data engineering with AI Agents for AWS Analytics (ANT215)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Analytics AWS Data Engineering Python Amazon SageMaker Spark SQL

Data engineers face critical time sinks: writing code to build analytics pipelines from scratch and upgrading Apache Spark versions. In this lightning talk, discover how AWS is addressing both challenges with AI agents that accelerate development cycles. Learn how the Amazon SageMaker Data Agent transforms natural language instructions into executable SQL and Python code within SageMaker notebooks, maintaining full context awareness of your data sources and schemas. Then explore the Apache Spark upgrade agent, which accelerates complex multi-month upgrade projects into week-long initiatives through automated code analysis and transformation. Walk away understanding how these agents work to automate manual work from your data engineering workflows, whether you're building new applications or modernizing existing ones.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - Improve agent quality in production with Bedrock AgentCore Evaluations(AIM3348)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS CI/CD

Amazon Bedrock AgentCore Evaluations provides developers with a unified way to test and validate AI agent performance. In this session, you’ll learn how to apply pre-built metrics for key dimensions such as task success, response quality, and tool accuracy, or define custom success criteria tailored to your needs. See how Evaluations integrates into CI/CD pipelines to catch regressions early and supports online evaluation in production by sampling and scoring live traces to surface real-world issues. Finally, learn how Evaluations helps teams deploy reliable agents faster, reduce operational risk, and continuously assess an agent’s performance at scale through practical implementation patterns.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - AWS Trn3 UltraServers: Power next-generation enterprise AI performance(AIM3335)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS Fabric

Enterprise AI workloads demand infrastructure that can scale efficiently while delivering breakthrough performance. This session introduces Tranium3 UltraServers, the next generation of AI infrastructure built on Trainium3 chips with advanced NeuronSwitch-v1 fabric architecture, and gives a glimpse into how Anthropic is optimizing Claude models on Trainium. Discover how this purpose-built infrastructure accelerates the most demanding enterprise applications, from large-scale reasoning models to multimodal intelligence and agentic AI workloads. We'll explore the complete silicon-to-server innovation stack, demonstrate significant generation-over-generation performance improvements, and show how organizations can leverage these advances to unlock new levels of AI-driven productivity in real-world deployments.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - Beyond web browsers: HITL and tool integration for Nova Agents (AIM3334)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML API AWS LLM

Building on our advancements unveiled at the New York Summit, this session explores the evolution of Nova Agents beyond conventional web browsing, human-in-the-loop (HITL) oversight, and standard tool use. We will dive into hybrid approaches, innovative LLM-tool interactions, and API-driven strategies that boost efficiency, reliability, and autonomy in agentic AI systems. Additionally, we'll highlight how supervisors can utilize HITL to approve, refine, and assume control of agent workflows, enabling more robust and flexible AI operations.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - Amazon Nova Forge: Build your own frontier models using Amazon Nova (AIM3325)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS GenAI

Nova Forge, a first-of-its-kind service that offers organizations the easiest and most cost-effective way to build their own frontier models using Amazon Nova. As organizations deploy generative AI in production, they need models that embody their proprietary knowledge, understand their workflows, and meet their requirements. Learn about the shortcomings of the options for custom model development available today, and how Nova Forge is democratizing frontier model development. Hear from the Sr. Director of ML Content and Platform and Reddit on how they are leveraging Nova Forge to implement and scale AI across Reddit.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - [NEW LAUNCH] Amazon Nova 2 Omni: A new frontier in multimodal AI (AIM3324)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS Omni

Amazon Nova 2 Omni is our most advanced and unified multimodal foundation model designed specifically for enterprise applications. It is the industry’s first reasoning model that processes text, images, video, and speech inputs while natively generating both text and images. Whether you're interested in creative workflows, customer experience, or enterprise productivity, this session will demonstrate how Nova 2 Omni’s unified multimodal architecture can drive innovation in your organization.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - Agents in the enterprise: Best practices with Amazon Bedrock AgentCore(AIM3310)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS

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.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - Balance cost, performance & reliability for AI at enterprise scale (AIM3304)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS 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.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - Using Strands Agents to build autonomous, self-improving AI agents (AIM426)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS 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.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - Accelerate AI workloads with UltraServers on Amazon SageMaker HyperPod (AIM362)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS 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.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 AI your way with Amazon Nova customization (AIM382)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML AWS 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.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - 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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Agile/Scrum AI/ML AWS 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.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - Building scalable applications with text and multimodal understanding (AIM375)

2025-12-05 · AWS re:Invent 2024 Watch

video

Agile/Scrum AWS

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.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - Create hyper-personalized voice interactions with Amazon Nova Sonic (AIM374)

2025-12-05 · AWS re:Invent 2024 Watch

video

Agile/Scrum AI/ML API AWS

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.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 - Accelerating AI innovation with NVIDIA GPUs on AWS (AIM251)

2025-12-05 · AWS re:Invent 2024 Watch

video

Agile/Scrum AI/ML AWS 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.

Learn more: More AWS events: https://go.aws/3kss9CP

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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 -What’s new in search, observability, and vector databases w/ OpenSearch (ANT201)

2025-12-05 · AWS re:Invent 2024 Watch

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Agile/Scrum AI/ML Analytics AWS 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.

Learn more: More AWS events: https://go.aws/3kss9CP

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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