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Spring AI SDK for Amazon Bedrock AgentCore is now Generally Available

Favorite Agentic AI is transforming how organizations use generative AI, moving beyond prompt-response interactions to autonomous systems that can plan, execute, and complete complex multi-step tasks. While early proof of concepts in Agentic AI spaces excite business stakeholders, scaling them to production requires addressing scalability, governance, and security challenges. Amazon

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Shared by AWS Machine Learning April 14, 2026

Best practices to run inference on Amazon SageMaker HyperPod

Favorite Deploying and scaling foundation models for generative AI inference presents challenges for organizations. Teams often struggle with complex infrastructure setup, unpredictable traffic patterns that lead to over-provisioning or performance bottlenecks, and the operational overhead of managing GPU resources efficiently. These pain points result in delayed time-to-market, suboptimal model performance,

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Shared by AWS Machine Learning April 14, 2026

Use-case based deployments on SageMaker JumpStart

Favorite Amazon SageMaker JumpStart provides pretrained models for a wide range of problem types to help you get started with AI workloads. SageMaker JumpStart offers access to solutions for top use cases that can be deployed to SageMaker AI Managed Inference endpoints or SageMaker HyperPod clusters. Through pre-set deployment options,

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Shared by AWS Machine Learning April 14, 2026

Navigating the generative AI journey: The Path-to-Value framework from AWS

Favorite Generative AI is reshaping how organizations approach productivity, customer experiences, and operational capabilities. Across industries, teams are experimenting with generative AI to unlock new ways of working. Many of these efforts produce compelling proofs of concept (POC) that demonstrate technical feasibility. The real challenge begins after those early wins.

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Shared by AWS Machine Learning April 14, 2026

ClearlyDefined: A Three-Year Roadmap for Sustainability and Growth

Favorite At FOSDEM earlier this year, the Open Source Initiative (OSI) and AboutCode formalized their collaboration through a Memorandum of Understanding (MoU). This agreement delegates the day-to-day operations of ClearlyDefined to AboutCode, ensuring the project’s long-term sustainability, continued development, and broader impact across the Open Source ecosystem. ClearlyDefined has long

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Shared by voicesofopensource April 14, 2026

How to build effective reward functions with AWS Lambda for Amazon Nova model customization

Favorite Building effective reward functions can help you customize Amazon Nova models to your specific needs, with AWS Lambda providing the scalable, cost-effective foundation. Lambda’s serverless architecture lets you focus on defining quality criteria while it handles the computational infrastructure. Amazon Nova offers multiple customization approaches, with Reinforcement fine-tuning (RFT) standing

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Shared by AWS Machine Learning April 13, 2026

Introducing stateful MCP client capabilities on Amazon Bedrock AgentCore Runtime

Favorite Stateful MCP client capabilities on Amazon Bedrock AgentCore Runtime now enable interactive, multi-turn agent workflows that were previously impossible with stateless implementations. Developers building AI agents often struggle when their workflows must pause mid-execution to ask users for clarification, request large language model (LLM)-generated content, or provide real-time progress

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Shared by AWS Machine Learning April 9, 2026