Discover how to build enterprise-ready AI agents using the newly launched Strands Agents SDK for TypeScript. This session introduces developers to a simple model-driven framework for building agents that run on any cloud, support multiple LLM providers, and integrate with the tools you already have. Learn how TypeScript developers can now leverage the same production-ready agent framework that Python teams have been using, with full type safety and seamless integration into modern JavaScript ecosystems. We'll cover key features, demonstrate multi-agent patterns, and explore deployment options from Amazon EKS to Amazon Bedrock AgentCore with live coding examples.

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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

Customizing models often requires lengthy iteration cycles. Now with Amazon SageMaker AI, you can accelerate the model customization process from months to days. With an easy-to-use interface, you can quickly get started and customize popular models with your own data, including Amazon Nova, Llama, Qwen, DeepSeek, and GPT-OSS, with the latest customization techniques such as reinforcement learning and direct preference optimization. In addition, with the AI agent-guided workflow (in preview), you can use natural language to generate synthetic data, analyze data quality, and handle model training and evaluation—all entirely serverless. Join us to learn how you can accelerate your model customization journey.

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

While generative AI captures headlines, the untapped potential lies in combining it with decades-proven symbolic AI techniques. This session explores how organizations can leverage symbolic AI, such as ontologies and logic-based reasoning to build knowledge graphs and to enhance their AI capabilities. Dive deep into these topics to understand what ontologies look like, where semantics comes from, and what it means to build working knowledge graphs. Learn concrete strategies for defining and adopting ontologies and how to use reasoning for your benefit.

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

Bring existing agents to AWS with Amazon Bedrock AgentCore. Whether you've built custom agents or use frameworks like LangChain, LangGraph, CrewAI, or LlamaIndex, this session shows how to run them on secure, scalable AWS infrastructure without rewriting your logic. Discover how AgentCore's API-based orchestration integrates external agent frameworks and services, centralizing tooling, observability, memory, and security. Learn how Cohere Health successfully integrated their healthcare workflow agents with AgentCore to enable secure, scalable processing of healthcare prior authorization decisions, leveraging AgentCore's services like Runtime and Memory to meet strict healthcare compliance requirements while maintaining the flexibility to use their chosen frameworks.

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

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

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

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.

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

Trying to eek out every ounce of performance of your LLM? Trying to speed up inference or understand what is going on inside a language model? In this session, you will learn how to profile a model on AWS purpose built accelerators and build a custom kernel to achieve better performance.

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

Learn how to optimize and deploy popular open-source models like Qwen3, GPT-OSS, and Llama4 using advanced inference engines such as vLLM on SageMaker. We'll explore key features including bidirectional streaming for audio and text applications, and share proven optimization techniques for inferencing. Through live demos, learn to boost performance with KV caching, intelligent routing, and autoscaling to maintain stability under varying loads. We'll demonstrate solutions for building Agentic workflows with SageMaker AI, LangChain, and Amazon Bedrock AgentCore integration and share best practices helping you confidently move from prototype to trusted AI experiences that delight users.

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

Tom Brown, Cofounder and Chief Compute Officer at Anthropic, takes the stage as the sole customer speaker during Peter DeSantis' Monday Night Live Keynote. Tom discusses how AWS Trainium2 UltraServers enable Anthropic to push the boundary of inference interactiveness and training efficiency for the next SOTA models. He touches on what makes Trainium2 chips unique by delving into NKI (Neuron Kernel Interface) and how building kernels on Trainium2 gives developers full control of the chip (ISA) and the ability to move fast with innovation. Finally, Tom announces that the next generation of their Claude LLM will train using Project Rainier, a new AWS ultracluster of Trainium2 chips.

Learn more about AWS events: https://go.aws/events

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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.

reInvent2024 #AWSreInvent2024 #AWSEvents

AWS has launched automated reasoning (AR) checks in Amazon Bedrock Guardrails. In this session, learn how AR helps build transparent, responsible generative AI applications with AR Check—a new Amazon Bedrock Guardrails policy that uses sound mathematical techniques to reduce hallucinations, validate generative AI responses, and explain them in an auditable way. See how the Amazon Bedrock Guardrails policy can help users generate more accurate LLM responses on highly regulated topics, such as operational workflows, HR policies, and more. Learn about the different use cases for AR Checks and how to get started today.

Learn more: AWS re:Invent: https://go.aws/reinvent. 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 #AWSreInvent2024

With the newfound prevalence of applications built with large language models (LLMs) including features such as Retrieval Augmented Generation (RAG), agents, and guardrails, a responsibly-driven evaluation process is necessary to measure performance and mitigate risks. This session covers best practices for a responsible evaluation. Learn about open access libraries and AWS services that can be used in the evaluation process, and dive deep on the key steps of designing an evaluation plan including defining a use case, assessing potential risks, choosing metrics and release criteria, designing an evaluation dataset, and interpreting results for actionable risk mitigation.

Learn more: AWS re:Invent: https://go.aws/reinvent. 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 #AWSreInvent2024

Unleash the power of customized AI by fine-tuning generative AI models in Amazon Bedrock to achieve higher quality results. Discover how to adapt foundation models like Meta's Llama and Anthropic's Claude models to your specific use cases and domains, boosting accuracy and efficiency. This session covers the technical process, from data preparation to model customization techniques, training strategies, deployment considerations, and post-customization evaluation. Gain the knowledge to take your generative AI applications to new heights, harnessing tailored, high-performance language processing solutions that give you a competitive advantage.

Learn more: AWS re:Invent: https://go.aws/reinvent. 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 #AWSreInvent2024

Base LLMs can read and write but aren't capable of acting on their own. Tool use and agents allow models to connect to your APIs and other real-world systems to turn their knowledge into action. Discover how to use advanced prompt engineering and clever system design to craft powerful automations using Anthropic’s Claude models in Amazon Bedrock, learning specialized tool syntax and optimizing solutions through strategic planning. Also, learn how frameworks like Amazon Bedrock Agents are pushing the boundaries of AI capabilities. Join us to explore the forefront of AI-driven automation and elevate your LLM skills.

Learn more: AWS re:Invent: https://go.aws/reinvent. 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 #AWSreInvent2024

Amazon SageMaker allows data scientists and ML engineers to accelerate their generative AI journeys by deeply customizing publicly available foundation models (FMs) and deploying them into production applications. The journey begins with Amazon SageMaker JumpStart, an ML hub that provides access to hundreds of publicly available FMs, such as Llama 3, Falcon, and Mistral. Join this session to learn how you can evaluate FMs, select an FM, customize it with advanced techniques, and deploy it—all while implementing AI responsibility, simplifying access control, and enhancing transparency.

Learn more: AWS re:Invent: https://go.aws/reinvent. 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 #AWSreInvent2024

Generative AI–based applications have the most business impact when they have access to critical business data and are empowered to take actions on behalf of the user. However, these integrations raise important security questions outlined in the OWASP Top 10 for LLM vulnerabilities and NIST Adversarial Machine Learning frameworks. This lightning talk introduces high-level architectural patterns to effectively mitigate key OWASP Top 10 for LLM vulnerabilities through Zero Trust principles. Leave this talk with best practices for building generative AI applications accessing sensitive business data using Agents for Amazon Bedrock.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

reInforce2024 #CloudSecurity #AWS #AmazonWebServices #CloudComputing

The security and privacy of data during the training, fine-tuning, and inferencing phases of generative AI are paramount. This lightning talk introduces a reference architecture designed to use the security of AWS PrivateLink with generative AI applications. Explore the importance of protecting proprietary data in applications that leverage both AWS native LLMs and ISV-supplied external data stores. Learn about the secure movement and usage of data, particularly for RAG processes, across various data sources like Amazon S3, vector databases, and Snowflake. Learn how this reference architecture not only meets today’s security demands but also sets the stage for the future of secure generative AI development.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

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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.

reInforce2024 #CloudSecurity #AWS #AmazonWebServices #CloudComputing

While large language model (LLM) applications offer tremendous potential, managing their economic implications is critical for any business. LLMs require significant graphic processing units (GPUs) to provide the parallel processing power needed to train and run inference on the massive datasets that these models learn from. Misuse of these applications through unwanted traffic can result in prohibitively expensive costs. In this talk, dive into the effects of bot traffic on LLM applications and how to mitigate these expenses with AWS WAF.

Learn more about AWS re:Inforce at https://go.aws/reinforce.

Subscribe: More AWS videos: http://bit.ly/2O3zS75 More AWS events videos: http://bit.ly/316g9t4

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.

reInforce2024 #CloudSecurity #AWS #AmazonWebServices #CloudComputing

As AI continues to transform industries, the applications of generative AI and Large Language Models (LLMs) are becoming increasingly significant. This session delves into the utility of these models across various sectors. Gain an understanding of how to use LLMs, embeddings, vector datastores, and their indexing techniques to create search solutions for enhanced user experiences and improved outcomes on AWS using Amazon Bedrock, Aurora, and LangChain. By the end of this session, participants will be equipped with the knowledge to harness the power of LLMs and vector databases, paving the way for the development of innovative search solutions on AWS.

Learn more: https://go.aws/3x2mha0 Learn more about 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.

AWSEvents #GenerativeAI #AI #Cloud #AWSAIandDataConference