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ExternalDevOps
Kubernetes Blog

Kubernetes v1.37: Native Histograms Graduates to Beta

I'm excited to announce that native histogram support for Kubernetes metrics is graduating to Beta and is enabled by default in Kubernetes v1.37! Native histograms (previously introduced as Alpha in Kubernetes v1.36 under KEP-5808) bring high-resolution, low-cardinality observability to Kubernetes metrics. By adopting Prometheus Native Histograms, Kubernetes components now expose latency and duration metrics with far greater accuracy while significantly reducing telemetry storage and scraping ov

Kubernetes BlogRead original
External
AWS Machine Learning Blog

Monitoring production agent lifecycle with AWS DevOps Agent and AgentCore Evaluations

Multi-agent systems fail in ways traditional monitoring misses. This post presents a dual-layer approach to monitoring production agents: Amazon Bedrock AgentCore Evaluations for continuous quality scoring and AWS DevOps Agent for autonomous infrastructure investigation, shown on a four-agent airline reservation system.

Advanced (300)Amazon Bedrock AgentCoreBest Practices
AWS Machine Learning BlogRead original
ExternalAI
AWS Machine Learning Blog

Beyond the price per token: Choosing the right OpenAI model on Amazon Bedrock for your workload

Comparing models on dollars per million tokens misses what production workloads actually pay for: outcomes. This post shares an open-source benchmarking harness that measures cost per correct answer, agent trajectory cost, and rubric-graded deliverable quality across OpenAI models on Amazon Bedrock.

Advanced (300)Amazon BedrockTechnical How-to
AWS Machine Learning BlogRead original
ExternalAI
AWS Machine Learning Blog

Build interactive MCP Apps using Amazon Bedrock AgentCore

Learn how to build and deploy an MCP App with interactive HTML widgets on Amazon Bedrock AgentCore. Because MCP Apps is a host-agnostic standard, the same server delivers the same rich experience across AI hosts like ChatGPT and Claude that support the extension.

Amazon Bedrock AgentCoreIntermediate (200)Technical How-to
AWS Machine Learning BlogRead original

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