{"slug": "dataagent-releases-open-source-lab-for-building-autonomous-sres-with-k8sgpt", "title": "DataAgent Releases Open Source Lab for Building Autonomous SREs With K8sGPT", "summary": "DataAgent released DataAgent Lab, an open source Apache 2.0 self-service testbed for building autonomous site reliability engineering workflows on CNCF project K8sGPT, ahead of presenting it at KubeCon + CloudNativeCon North America 2026. The lab runs local Kubernetes clusters via kind in Docker with sample microservices, Prometheus, Grafana and K8sGPT, and ships a detection pack that extends K8sGPT through its native Result schema to flag degradation before states like CrashLoopBackOff or OOMKilled. \"K8sGPT is very good at reporting crashes, but real systems degrade silently long before anything breaks,\" said Nati Shalom, co-founder and CTO of DataAgent, who said the lab is the foundation for the company's commercial remediation platform that routes automated fixes through GitOps pull requests and human review.", "body_md": "# DataAgent Releases Open Source Lab for Building Autonomous SREs With K8sGPT\n\nTEL AVIV, Israel -- DataAgent announced DataAgent Lab, a self-service lab for building autonomous site reliability engineering workflows on top of CNCF project K8sGPT, ahead of presenting it at KubeCon + CloudNativeCon North America 2026. The lab and an accompanying detection pack are available now as open source software under the Apache 2.0 license.\n\nDataAgent Lab lets DevOps, SRE and platform teams deploy an autonomous agent in a local environment, simulate infrastructure failures and evaluate detection and remediation workflows without granting external tools administrative access to production clusters. The testbed uses kind to run local Kubernetes clusters in Docker and bundles sample microservices, Prometheus, Grafana and K8sGPT.\n\nThe detection pack extends K8sGPT to catch early warning signs before terminal states such as CrashLoopBackOff or OOMKilled occur. It analyzes metric trends, real-time cluster events, configuration drift, Kubernetes audit logs and unstructured log patterns, and it interfaces directly with K8sGPT’s native Result schema rather than forking the project.\n\n“K8sGPT is very good at reporting crashes, but real systems degrade silently long before anything breaks,” said Nati Shalom, co-founder and CTO of DataAgent. “Rather than forking K8sGPT, we filled those gaps natively so the entire community benefits with a detect now, act safely later approach.”\n\nDataAgent said the lab serves as the foundation for its commercial remediation platform, which pairs diagnostics with remediation pipelines that route automated fixes through GitOps pull requests and human review before execution.", "url": "https://wpnews.pro/news/dataagent-releases-open-source-lab-for-building-autonomous-sres-with-k8sgpt", "canonical_source": "https://cloudnativenow.com/kubecon-cloudnativecon-north-america-2026/dataagent-releases-open-source-lab-for-building-autonomous-sres-with-k8sgpt/", "published_at": "2026-11-09 14:55:27+00:00", "updated_at": "2026-11-09 15:24:19.943305+00:00", "lang": "en", "topics": ["ai-agents", "ai-tools", "developer-tools", "mlops", "artificial-intelligence"], "entities": ["DataAgent", "K8sGPT", "Nati Shalom", "DataAgent Lab", "KubeCon + CloudNativeCon North America 2026", "Prometheus", "Grafana", "kind"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/dataagent-releases-open-source-lab-for-building-autonomous-sres-with-k8sgpt", "markdown": "https://wpnews.pro/news/dataagent-releases-open-source-lab-for-building-autonomous-sres-with-k8sgpt.md", "text": "https://wpnews.pro/news/dataagent-releases-open-source-lab-for-building-autonomous-sres-with-k8sgpt.txt", "jsonld": "https://wpnews.pro/news/dataagent-releases-open-source-lab-for-building-autonomous-sres-with-k8sgpt.jsonld"}}