…Why a Cluster-Aware Agent Is an Interesting Pattern Most “AI for Kubernetes” tooling today is a hosted SaaS that consumes cluster data and returns advice. The model lives elsewhere. The data…
Posted on May 15, 2026 by Michael Uzukwu, kgateway and agentgateway Contributor CNCF projects highlighted in this post Every gateway ships with a set of built-in policies. Authentication. Rate limiting. Request…
…The AI agents proof Here’s what makes this moment different: the AI industry just ran the experiment for us. Every major AI lab shipping autonomous agents arrived at the same architectural…
…Tracing must trace a complex path from user prompt to LLM model, down to iterative tool and agents calls, onto legacy backend microservices, and back up to a final evaluation loop. Ultimately…
…The result is a unified, multi-protocol approach that spans both synchronous REST/RPC APIs and event-driven, asynchronous architectures — a combination that sets Microcks apart from narrower tooling. Microcks’s key…
…To help measure these operational characteristics, we developed the KubeVirt Performance Benchmarking Toolkit (virtbench) , an open-source CLI framework for executing reproducible stress tests across KubeVirt-enabled clusters, including KubeVirt on OpenShift…
…We are actively moving from Automated Ops, where humans write scripts to respond to known failures after the fact, to Agentic Ops: self-governing systems that observe their own state, detect anomalies…
…The reason? Prometheus had no ServiceMonitors wired to Cilium’s agent and operator pods. Two Cloud Native Computing Foundation (CNCF) projects, both installed correctly, were completely invisible to each other. This is…
…Funding tokens/compute/tools for scanning, writing Proof of Concept (PoC) exploits, and fixes. Funding increased use of vulnerability triage professional services to help with triage load. Freeing expert employees from other…
…But as our platform grew, today we operate over 50 clusters spanning on-premises VMware environments and multiple clouds, we hit a set of problems that no single off-the-shelf tool…
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