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What is HolmesGPT?

HolmesGPT is an open-source AI troubleshooting agent built for Kubernetes and cloud-native environments. It combines observability telemetry, LLM reasoning, and structured runbooks to accelerate root cause analysis and suggest next actions.  Unlike static dashboards or chatbots, HolmesGPT is agentic: it actively decides what data to fetch, runs targeted queries, and iteratively refines its hypotheses – all while staying within your environment. 

HolmesGPT: Agentic troubleshooting built for the cloud native era

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aws.amazon.com › about-aws › whats-new › …

Two new models for agentic coding and efficient AI are now available in Amazon SageMaker JumpStart - AWS

… These models address different enterprise AI challenges with specialized capabilities: GLM-5.1-FP8 excels at agentic software engineering with sustained multi-round optimization, handling repository-level code generation, terminal tasks, and complex debugging workflows that improve with extended re… …

May 14, 2026 · Amazon Web Services