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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.