Scale LLM fine-tuning with Hugging Face and Amazon SageMaker AI
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Additionally, the resource demands of large model training—including memory limitations and distributed infrastructure challenges—often slow down innovation and strains internal teams... By integrating the Hugging Face Transformers libraries into SageMaker’s fully managed infrastructure, enterprises can now: Run distributed fine-tuning jobs out of the box, with built-in support for para...
Additionally, the resource demands of large model training—including memory limitations and distributed infrastructure challenges—often slow down innovation and strains internal teams... By integrating the Hugging Face Transformers libraries into SageMaker’s fully managed infrastructure, enterprises can now: Run distributed fine-tuning jobs out of the box, with built-in support for para...
New Relic transforms productivity with generative AI on AWS
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New Relic Inc... Serving leading customers worldwide, including major brands like Ryanair, New Relic helps organizations monitor and optimize their digital systems to deliver better customer experiences... New Relic faced a challenge common to many rapidly growing enterprises... As a leading observability platform supporting thousands of customers worldwide, New Relic knew a more efficient way to...
New Relic Inc... Serving leading customers worldwide, including major brands like Ryanair, New Relic helps organizations monitor and optimize their digital systems to deliver better customer experiences... New Relic faced a challenge common to many rapidly growing enterprises... As a leading observability platform supporting thousands of customers worldwide, New Relic knew a more efficient way to...
Book Bits: 7 January 2026
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What is skill? Who has it? How should it be measured? Is a manager’s skill improving, declining, or remaining consistent? Without answers to such fundamental questions, capital allocators have no choice but to rely on inferences, hunches, and guesswork... Results from these newer analytics enable capital allocators to understand manager skill for the first time and make more effective allocatio...
What is skill? Who has it? How should it be measured? Is a manager’s skill improving, declining, or remaining consistent? Without answers to such fundamental questions, capital allocators have no choice but to rely on inferences, hunches, and guesswork... Results from these newer analytics enable capital allocators to understand manager skill for the first time and make more effective allocatio...
Structured outputs on Amazon Bedrock: Schema-compliant AI responses
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Today, we’re announcing structured outputs on Amazon Bedrock—a capability that fundamentally transforms how you can obtain validated JSON responses from foundation models through constrained decoding for schema compliance... With structured outputs, you can build zero-validation data pipelines that trust model outputs, reliable agentic systems that confidently call external functions, and simp...
Today, we’re announcing structured outputs on Amazon Bedrock—a capability that fundamentally transforms how you can obtain validated JSON responses from foundation models through constrained decoding for schema compliance... With structured outputs, you can build zero-validation data pipelines that trust model outputs, reliable agentic systems that confidently call external functions, and simp...
Manage Amazon SageMaker HyperPod clusters using the HyperPod CLI and SDK
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The command line interface (CLI) and software development kit (SDK) for Amazon SageMaker HyperPod with Amazon Elastic Kubernetes Service (Amazon EKS) orchestration simplify how you manage cluster infrastructure and use the service’s distributed training and inference capabilities... Built on top of the SageMaker HyperPod SDK, the CLI offers straightforward commands for managing HyperPod clust...
The command line interface (CLI) and software development kit (SDK) for Amazon SageMaker HyperPod with Amazon Elastic Kubernetes Service (Amazon EKS) orchestration simplify how you manage cluster infrastructure and use the service’s distributed training and inference capabilities... Built on top of the SageMaker HyperPod SDK, the CLI offers straightforward commands for managing HyperPod clust...
Evaluate generative AI models with an Amazon Nova rubric-based LLM judge on Amazon SageMaker AI (Part 2)
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In the post Evaluating generative AI models with Amazon Nova LLM-as-a-Judge on Amazon SageMaker AI, we introduced the Amazon Nova LLM-as-a-judge capability, which is a specialized evaluation model available through Amazon SageMaker AI that you can use to systematically measure the relative performance of generative AI systems... SageMaker AI now offers a rubric-based large language model (LLM) ju...
In the post Evaluating generative AI models with Amazon Nova LLM-as-a-Judge on Amazon SageMaker AI, we introduced the Amazon Nova LLM-as-a-judge capability, which is a specialized evaluation model available through Amazon SageMaker AI that you can use to systematically measure the relative performance of generative AI systems... SageMaker AI now offers a rubric-based large language model (LLM) ju...
Is Bitcoin Digital Gold or Fool’s Gold? The Market’s Still Deciding
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As of this writing, bitcoin has clawed back some of those losses and is trading near $66,000...That volatility underscores bitcoin’s biggest challenge relative to the use case laid out in the 2008 whitepaper by its still-unknown creator, Satoshi Nakamoto... The original vision imagined bitcoin as a peer‑to‑peer electronic cash system—an alternative monetary frontier enabl...
As of this writing, bitcoin has clawed back some of those losses and is trading near $66,000...That volatility underscores bitcoin’s biggest challenge relative to the use case laid out in the 2008 whitepaper by its still-unknown creator, Satoshi Nakamoto... The original vision imagined bitcoin as a peer‑to‑peer electronic cash system—an alternative monetary frontier enabl...