https://gogoai.dev A curated discovery feed for SRE, AIOps, Platform, DevOps, and Cloud Ops engineers. News, products, jobs, events, CFPs, and community content in one fast feed. en https://thenewstack.io/kubernetes-agentic-ai-platforms/ 05db922e-f822-43ea-8085-007f83b7281a Mon, 26 Oct 2026 19:51:04 GMT AI workloads, including those using agentic AI, will only add to and change the questions Kubernetes teams have to answer. It’s no longer The post AI is changing Kubernetes; is your platform ready… kubernetes https://aws.amazon.com/blogs/devops/tracing-failures-across-terraform-state-boundaries-with-aws-devops-agent/ 07385d66-e576-404b-bec8-b22ce85f4dff Mon, 26 Oct 2026 17:21:23 GMT When a change in one Terraform stack silently breaks an application in another, the team seeing the symptoms often doesn't own the stack that caused it. This post shows how AWS DevOps Agent traces… devopsobservabilityinfrastructure https://thenewstack.io/next-ten-years-kubevirt/ 7248a0d0-386e-4d0f-8280-5861d719a899 Mon, 26 Oct 2026 14:00:00 GMT KubeVirt was founded by Red Hat in 2016 around the idea that Kubernetes could run virtual machines alongside containers. We The post The next 10 years of KubeVirt appeared first on The New Stack . kubernetes https://thenewstack.io/ai-agent-runtime-observability/ 06953d33-c4c0-4a47-bffa-42f6d4cfb500 Mon, 26 Oct 2026 13:00:00 GMT Models running an OpenAI cybersecurity evaluation reached the public Internet from an environment designed to be isolated. Package installation through The post The sandbox wasn’t enough: Why AI… observability https://thenewstack.io/ai-observability-through-interoperability/ 19100b50-1d68-4ae1-80ba-b13f8ea149a2 Mon, 26 Oct 2026 12:00:00 GMT The AI race is often measured by model quality, speed, and token cost. For business leaders, those measures contribute to The post The AI observability race will be won on interoperability appeared… observability https://www.cncf.io/blog/2026/10/26/isolation-security-scale/ d86be13e-60f2-43f5-b22c-515e0d418e0e Mon, 26 Oct 2026 11:30:00 GMT Without these three things, Agents cannot be properly implemented in a controlled environment, they will not have policy enforcement to ensure they do what they’re supposed to do, and there’s zero… cloud-native https://thenewstack.io/kubernetes-ready-ai-agents/ c879f531-1227-437f-8014-228b936140f0 Sun, 25 Oct 2026 14:00:00 GMT Kubernetes was built around a fairly simple assumption. It’s that software does what its developers told it to do. AI The post Is Kubernetes ready for AI agents? appeared first on The New Stack . kubernetes https://thenewstack.io/why-kubernetes-autoscalers-fight/ 4a3d6faa-1ea5-4b4d-968a-97f2ed6f18f7 Sat, 24 Oct 2026 13:00:00 GMT Ask an SRE a deceptively simple question: What is the right size for checkout-api, and how many replicas should it The post Why Kubernetes autoscalers keep fighting each other (and why the solution… kubernetessre https://thenewstack.io/optimize-kubernetes-gpu-pools/ ab6b5f24-b34c-488b-a593-220e4ee69879 Sat, 24 Oct 2026 12:00:00 GMT For teams running AI workloads on Kubernetes, a fully allocated GPU pool and a growing batch-job queue might make expanding The post Before you expand your GPU pool, measure the outcome appeared… kubernetes https://thenewstack.io/kubernetes-agentic-ai-inference/ 8c8da45a-5a8b-43da-b20c-b89a82c2e253 Fri, 23 Oct 2026 19:08:53 GMT Welcome to another edition of Road to KubeCon! We’re tracking movements in the Kubernetes and cloud-native ecosystem as we count The post AI jobs are waiting while GPUs sit idle. Kubernetes has a… kubernetescloud-native https://www.cncf.io/blog/2026/10/23/multi-tenant-gpu-kubernetes-on-simulated-hardware-with-kamaji-and-hami/ eac4d40f-82c4-448a-bb21-d23e1aec22cb Fri, 23 Oct 2026 11:30:00 GMT GPU teams usually face a bad trade-off. Give every team its own Kubernetes cluster and you pay for a control plane per team. Put everyone in one shared cluster and you get weak isolation. Either… kubernetes https://www.cncf.io/blog/2026/10/22/filtering-and-reducing-ai-agent-telemetry-with-the-opentelemetry-collector/ 44e80401-f0b0-49c5-b767-ae59200843e1 Thu, 22 Oct 2026 11:00:00 GMT Turn on an AI coding agent’s telemetry and it throws a wall of text at you. It’s expensive to store and what’s worse, you can’t make sense of it. It’s all OpenTelemetry native, though. So you... observability https://grafana.com/blog/spend-less-time-on-operational-busywork-and-resolve-incidents-faster-with-grafana-workflows/ 9280c2b2-d3d0-4cc5-8ae4-297554c26a57 Wed, 21 Oct 2026 15:06:02 GMT You're investigating checkout errors when someone asks who's coordinating the incident. Support needs an update, and another responder is looking for the runbook. You stop what you're doing to get… sreobservabilityincident-response https://www.cncf.io/blog/2026/10/21/before-you-evaluate-an-ai-sre-give-your-existing-agent-context/ 80ed7458-e2e0-4af0-91cb-e1c90231adc5 Wed, 21 Oct 2026 11:00:00 GMT If you’re evaluating AI SRE products, you probably own most of one already. The coding agent your engineers use, whether that’s Claude Code, Codex or Cursor, can already investigate a Kubernetes… kubernetessre https://grafana.com/blog/grafana-marketplace/ 6bb20778-95bf-4099-aed3-6e7548a817c7 Tue, 20 Oct 2026 16:30:02 GMT Earlier this year, we launched the Grafana Marketplace , a platform that gives independent software vendors, systems integrators, and developers in the Grafana community a new way to sell and… observability https://grafana.com/blog/full-stack-observability-with-knowledge-graph/ 85996c35-37e7-4af0-b486-1e7f691ea568 Tue, 20 Oct 2026 16:30:02 GMT Most teams have telemetry from across their stack, but connecting those signals to understand what's happening and how it affects users isn't always easy. Critical context about service… kubernetessreobservabilityincident-response https://grafana.com/blog/grafana-ai-next-gen-visualization/ 836016c5-449a-4822-a5e1-c6f5641837ac Tue, 20 Oct 2026 16:30:02 GMT Teams often spend as much time preparing information as discussing it: gathering charts, checking business reports, and finding the GitHub activity that explains a change. Every follow-up question… kubernetesobservabilityincident-response https://grafana.com/blog/observabilitycon-2026-announcements/ 44312533-5dae-47fa-9855-126fa4269a28 Tue, 20 Oct 2026 16:30:02 GMT Today at ObservabilityCON 2026 in San Francisco, we unveiled a range of new Grafana Cloud capabilities designed to reshape cloud economics, bring richer context and deeper visibility across your… observabilityincident-response https://grafana.com/blog/cut-costs-keep-what-you-need-adaptive-telemetry/ c7cea9cf-20cc-45ae-afc7-3d34c837f1e1 Tue, 20 Oct 2026 16:30:02 GMT In the AI era, where telemetry is generated by every model call, tool invocation, and agent step, organizations need more help than ever when it comes to navigating the economics of observability.… observabilityincident-response https://grafana.com/blog/grafana-ai-autonomous-operations/ 52f90798-ff94-44e2-8c61-038d56137e5a Tue, 20 Oct 2026 16:30:02 GMT You've just finished a deployment, and though your service is up, you start to notice some requests are getting slower. To address the lag, someone—or, more likely, some group of people on your… observability https://grafana.com/blog/six-improvements-that-make-grafana-assistant-better-at-helping-your-workflows/ 1f4cdaf2-3a1f-47d0-a561-ebb65cc56713 Mon, 19 Oct 2026 18:10:01 GMT When you ask Grafana Assistant to build a dashboard or investigate an alert, you're doing so because there's work to be done. To do that work effectively, you need the right data, changes you can… observabilityincident-response https://www.cncf.io/blog/2026/10/19/how-ai-workloads-are-reshaping-kubernetes-autoscaling/ 3e03d364-7fc6-46f1-88f2-70612c7982c1 Mon, 19 Oct 2026 11:00:00 GMT Kubernetes has quietly run much of the world’s containerized software on a division of labor between two control loops that rarely had to talk to each other. The scheduler places each pod on a node… kubernetes https://thenewstack.io/scaling-kubernetes-control-planes/ 170eab89-479a-4015-8af1-c609cb8c9db5 Sun, 18 Oct 2026 14:00:00 GMT Three clusters in trouble, and they look nothing alike. The first is a training fleet. It sat at a few The post Scale isn’t one number: three ways a Kubernetes control plane runs out of room… kubernetes https://thenewstack.io/ai-agents-kubernetes-control/ 2bb9e119-374c-4529-b8f4-2b08dc48223f Sat, 17 Oct 2026 14:00:00 GMT Kubernetes has always relied on agents, just not the kind dominating today’s AI conversations. A controller watches the current state, The post AI agents vs. Kubernetes: where each belongs in the… kubernetes https://thenewstack.io/kagent-kubernetes-ai-agents/ a5fdb488-e5d5-450d-972d-e471f43c4f60 Fri, 16 Oct 2026 18:37:03 GMT Welcome to another edition of Road to KubeCon, where we’re tracking interesting movements in the cloud-native and Kubernetes ecosystem as The post AI agents turn one request into about 20.… kubernetescloud-native https://www.cncf.io/blog/2026/10/16/deploying-maintaining-and-migrating-production-n8n-on-eks/ 75118cbf-e555-48b7-8458-7883c98b3357 Fri, 16 Oct 2026 16:39:04 GMT n8n is easy to try and harder to run under production traffic. A single container with SQLite works great for a quick demo. Production is a different story entirely. You need workers, webhook… cloud-native https://www.cncf.io/blog/2026/10/16/putting-nepal-on-the-cncf-golden-kubestronaut-map/ 7f2f6ca3-fed4-4b57-9a95-b87fd9b47a9d Fri, 16 Oct 2026 11:30:00 GMT In this blog, I will share my Golden Kubestronaut journey, how I became the first and youngest Golden Kubestronaut from Nepal, what motivated me to pursue this path, and what it actually takes to… cloud-native https://grafana.com/blog/get-observability-in-your-pocket-with-the-grafana-mobile-app/ 9d5d6173-1c85-46b9-b54e-13be1abfd13f Thu, 15 Oct 2026 22:39:33 GMT When you’re on the go, your phone is often the only observability tool you have. And what you can do with it in the first few minutes matters. With the incredible innovation that has gone into… observabilityincident-response https://www.cncf.io/blog/2026/10/15/carbon-as-a-first-class-signal-bringing-software-carbon-intensity-to-opentelemetry/ b10dca6c-c8cd-4b2b-9d97-85646fd23077 Thu, 15 Oct 2026 22:21:45 GMT At Observability Summit Europe 2026 in Prague, I presented a keynote titled Carbon as a First-Class Signal: Designing a Standard for OpenTelemetry. The talk explored how Software Carbon Intensity… observabilitycloud-native https://grafana.com/blog/coverage-first-or-cost-first-two-ways-to-automatically-apply-adaptive-metrics-recommendations/ 0e3227ee-a641-44d7-a9a5-2d60937f5c5a Thu, 15 Oct 2026 13:50:51 GMT Adaptive Metrics , which is part of the Adaptive Telemetry suite, looks at how your metrics are actually used and recommends how much detail you should keep for each metric. This helps you cut costs… observability https://www.cncf.io/blog/2026/10/15/extending-kubernetes-policy-enforcement-to-runtime-security-for-ai-workloads/ e4fc1612-52ee-4a02-bc80-bd5f2fd5971d Thu, 15 Oct 2026 11:00:00 GMT Nirmata created Kyverno and donated it to the CNCF in 2020. Kyverno is now a graduated CNCF project and is widely used for enforcing and automating configuration security and best practices.… kubernetescloud-native https://kubernetes.io/blog/2026/10/14/tracing-kueue-admission-with-headlamp/ 18e96f51-0bbe-4d1c-80ba-1597f403bd78 Wed, 14 Oct 2026 18:35:00 GMT You submit a Kubernetes Job and wait for its Pods to appear. A minute passes. Then another. The Job is still suspended, there are no application logs, and there may not even be a Pod to inspect. In… kubernetesobservabilityinfrastructurecloud-native https://thenewstack.io/kubernetes-hidden-latency-telemetry/ cfe2dc9a-a96b-4b73-adb4-662fb7ec1ff7 Wed, 14 Oct 2026 17:43:51 GMT In cloud-native operations, few scenarios are as maddening as the “phantom slowdown.” This happens when Grafana or Kubernetes dashboards show The post Where do you look when Kubernetes is healthy… kubernetesobservabilitycloud-native https://grafana.com/blog/go-from-alert-to-post-incident-review-with-grafana-cloud-irm-and-ai/ 8fecda35-518a-4693-a8a5-41d889ee0feb Wed, 14 Oct 2026 17:39:29 GMT You’ve got 10 minutes before your next meeting when your phone starts ringing. You’re being paged because the frontend is erroring with failed API requests. You open one tool to see what fired, then… observabilityincident-response https://thenewstack.io/gpus-on-kubernetes/ 9e40b3cf-619d-4a4a-8288-f56e8cfce315 Mon, 12 Oct 2026 20:48:01 GMT If you run a Kubernetes platform, you’ve probably got at least one Grafana dashboard for resource visibility on your workloads. The post GPUs on Kubernetes are bring-your-own-everything, starting… kubernetesobservability https://www.cncf.io/blog/2026/10/12/from-zero-to-agent-builder-running-kagent-on-your-laptop/ c123f169-6fa4-424c-8dea-31728aa16928 Mon, 12 Oct 2026 11:30:00 GMT If you have seen a demo of a no-code agent builder, you know the moment. Someone types one sentence, waits a minute, and there it is: a new agent, running, with tools. It is impressive. For... cloud-native https://thenewstack.io/kubernetes-node-swap-ai/ f7b8e8b4-0ab6-4200-b37a-5ed8e2151cf2 Fri, 09 Oct 2026 20:15:46 GMT Welcome back to another edition of Road to KubeCon, where we’re tracking the latest movements in the cloud-native ecosystem as The post Kubernetes on cgroup v1 is dead. Here’s what comes next.… kubernetescloud-native https://www.cncf.io/blog/2026/10/09/join-platform-engineering-day-at-kubecon-cloudnativecon-north-america-2026/ 26c3f745-fd99-4067-b886-44570a3a698f Fri, 09 Oct 2026 12:00:00 GMT As organizations accelerate their adoption of AI and cloud native technologies, platform teams are being asked to solve a growing set of challenges. How can developers access new capabilities such… platform-engineeringcloud-native https://www.cncf.io/blog/2026/10/09/making-the-golden-kubestronaut-a-little-more-golden/ d23ea0f8-8d41-4169-8279-ae2665692881 Fri, 09 Oct 2026 11:30:00 GMT When I became a Golden Kubestronaut, I wanted to celebrate the achievement in a way that felt lasting. Like most technical achievements, certifications usually live digitally. You receive the badge,… cloud-native https://www.cncf.io/blog/2026/10/09/who-owns-nis2-and-dora-on-a-kubernetes-platform-team/ cf99bb73-8f8b-409a-a995-df28505d2e6e Fri, 09 Oct 2026 08:07:47 GMT There is a meeting that repeats across a lot of European engineering organizations right now. Someone from legal or risk brings a NIS2 control, a DORA article, or a “can we evidence this” request… kubernetes https://www.cncf.io/blog/2026/10/08/dont-give-ai-agents-root-make-them-propose-the-next-system-state/ 92a7881a-0950-4cf7-aba3-1de959006f75 Thu, 08 Oct 2026 22:21:41 GMT The uncomfortable question In the past few months, I’ve been hearing different versions of the same question: under what conditions can we safely allow an autonomous system to operate a machine? It… cloud-native https://grafana.com/blog/take-grafana-labs-5th-annual-observability-survey/ ec6d29d1-f53d-4594-8420-cabc52312956 Thu, 08 Oct 2026 17:00:28 GMT Over the past year, "agentic" has gone from an emerging buzzword to an integral part of worklife for many engineers—and that's just scratching the surface on all that's changed. With so much… observability https://thenewstack.io/ai-sre-agent-autonomy-phases/ 141f61ea-f227-4d48-a6f9-4a046f9fc7cc Thu, 08 Oct 2026 16:20:24 GMT An AI SRE agent can help troubleshoot an incident. But can you trust it to decide on its own when The post Most AI incident tools still leave a key decision to humans appeared first on The New Stack . sreincident-response https://grafana.com/blog/manage-your-opentelemetry-collectors-with-fleet-management-in-grafana-cloud/ 974dac25-5a3a-496a-b5b9-98ab8a3c00b1 Thu, 08 Oct 2026 14:04:56 GMT If you’ve built your telemetry pipelines around OpenTelemetry Collectors, you’ve already invested in a collector distribution, YAML configuration, and a deployment model that fits your… kubernetesobservabilityinfrastructure https://www.cncf.io/blog/2026/10/07/ciliumcon-is-back-at-kubecon-cloudnativecon-north-america-2026/ dcfb139c-dc01-4656-ad12-7dc38e5691f4 Wed, 07 Oct 2026 22:38:50 GMT Mark your calendars. On Monday, November 9, CilliumCon kicks off at KubeCon + CloudNativeCon North America in Salt Lake City. It’s the eighth time the event has run, and this year’s agenda goes… cloud-native https://www.cncf.io/blog/2026/10/07/backstagecon-comes-to-kubecon-cloudnativecon-north-america-2026-in-salt-lake-city/ 905b32f0-a881-47ae-a50e-fcff8d6fbd1d Wed, 07 Oct 2026 21:59:53 GMT BackstageCon takes place all day on Monday, November 9, 2026, the day before KubeCon + CloudNativeCon North America opens in Salt Lake City. We’re excited to bring together Backstage adopters,… cloud-native https://www.cncf.io/blog/2026/10/07/kubernetes-on-edge-day-returns-to-kubecon-cloudnativecon-north-america-2026/ 13d481ad-506d-404c-bd12-20f035d3ffea Wed, 07 Oct 2026 21:33:31 GMT Kubernetes on Edge Day returns to KubeCon + CloudNativeCon North America 2026 on November 9 in Salt Lake City, Utah, bringing together developers and adopters from across the cloud native ecosystem… kubernetescloud-native https://thenewstack.io/kubernetes-teams-ai-automation/ 45cca038-59e6-4398-b4b9-3f77baa9a779 Wed, 07 Oct 2026 19:57:34 GMT Kubernetes won the container orchestration wars. The CNCF reports that 82% of container users run Kubernetes in production. Despite its The post Kubernetes won the orchestration wars. Its teams are… kubernetescloud-native https://grafana.com/blog/manage-synthetic-checks-at-scale-introducing-folders-in-grafana-cloud-synthetic-monitoring/ 94753313-8d09-47cd-aaf9-5d603876007a Wed, 07 Oct 2026 15:00:41 GMT As your use of Grafana Cloud Synthetic Monitoring grows, so does the number of checks you need to manage across services, environments, and teams. Eventually, a single flat list of checks becomes… observabilityincident-responseinfrastructure https://www.cncf.io/blog/2026/10/07/meshery-becomes-a-cncf-incubating-project/ 39681e73-a223-4708-887f-e4a84b35f6f9 Wed, 07 Oct 2026 12:05:16 GMT The CNCF Technical Oversight Committee (TOC) voted to accept Meshery as a CNCF incubating project. Meshery is used by organizations spanning aerospace, telecommunications, networking, and enterprise… cloud-native