Deploy decision models with llama.cpp on Amazon SageMaker AI

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Deploying these decision models with llama...cpp on Amazon SageMaker AI gives you a managed path for serving quantized models on CPU or GPU infrastructure... Solution overview Figure 1 shows two deployment paths from the same packaged model...cpp or the SemIf child image on CPU or GPU, depending on the API and latency requirements of your workloadFor the standard path, package the model as mode...

Run multi-node inference workloads using Ray LLM Deep Learning Containers

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There’s no handler class, no model archiver, and no custom image to build...This post shows how to deploy one large language model (LLM) across two GPU nodes on Amazon Elastic Kubernetes Service (Amazon EKS) with the multi-node Ray LLM Deep Learning Containers... In a previous post, we introduced the Ray Serve DLC and used it to stand up a small model behind an HTTP endpoint on a single GPU nod...

Agentic antimicrobial resistance surveillance with AWS HealthOmics and Amazon Bedrock AgentCore

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How this architecture differs from variant interpretation An earlier AWS post, Accelerating genomics variant interpretation with AWS HealthOmics and Amazon Bedrock AgentCore, established a pattern that this solution shares: a genomics pipeline feeds Amazon S3 Tables, a capability of Amazon Simple Storage Service (Amazon S3), in Apache Iceberg format, Amazon Athena queries the tables, and a St...

A New Middle East Flashpoint Raises the Stakes for Inflation

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The Iran-backed Houthi militia on Sunday launched an attack on the Saudi capital’s airport, highlighting a dangerous escalation in regional tensions...The battle to tame inflation is expected to suffer another setback in Wednesday’s consumer inflation report for September...A more immediate inflation risk is linked to refining capacity... Rising diesel prices are especially important becaus...

Book Bits: 10 October 2026

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Drawing on four decades as a top-ranked economist and strategist, David Rosenberg distills the principles that have helped him protect capital, navigate bubbles, and avoid the costly mistakes that derail most investors...● The Golden Ladder: How Inequality Built Civilization, Until We Made Climbing Illegal Anthony Cornyn Summary via publisher (Scribe/Houndstooth Press) Inequality made civiliz...

ICYMI: What landed for AI builders in September 2026

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Amazon Bedrock AgentCore provides the managed infrastructure to build, connect, and deploy enterprise agents using any framework or model... Strands gives you an open source toolkit to build agents and run anywhere... Customers now weigh cost against benefit for their specific use case, and those decisions matter when delegating work to agents in production... AI agents are already moving into w...

How Postman runs Agent Mode for 40 million developers on Amazon Bedrock

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Building an AI agent for a demo and operating one for 40 million developers are different engineering problems... The deeper challenges came from integrating an agent into a mature product with years of interface-driven assumptions, a wide surface area, and specialized concepts... In this post, Postman and AWS describe the architectural patterns that emerged while making a mature product legible t...