How Jaeger is evolving to trace AI agents with OpenTelemetry
As software architectures evolve, observability tools must adapt. When the industry moved to microservices, distributed tracing became a necessity. Jaeger emerged as a core tool for engineers to understand those fragmented systems. Now, as organizations integrate…
Designing end-to-end ingress request tracing for multi-tenant SaaS platforms
Modern SaaS platforms built on cloud‑native architectures frequently consist of dozens of independently deployed microservices. A single customer request entering the platform at the ingress layer may traverse authentication services, orchestration engines, data services, and downstream…
When AI agents become contributors: How KubeStellar reached 81% PR acceptance
In mid-December, I started building KubeStellar Console from scratch. It’s a multi-cluster management dashboard for Kubernetes, and it sits inside the KubeStellar project in the Cloud Native Computing Foundation (CNCF) Sandbox. The stack is Go on the back…
Building a cloud native platform from the ground up with Kairos, k0rdent, and bindy
As we shared in our earlier post on FluxCD, RBC Capital Markets has been on a deliberate journey to modernize our Kubernetes platform. GitOps with FluxCD gave us a solid deployment foundation. But as our platform grew,…
Microcks becomes a CNCF incubating project
The CNCF Technical Oversight Committee (TOC) has voted to accept Microcks as a CNCF incubating project. About Microcks Modern software teams build applications as collections of interconnected APIs and microservices, and with that architecture comes a…
LLMs on Kubernetes Part 1: Understanding the threat model
Let’s say you’ve got an LLM running on Kubernetes. Pods are healthy, logs are clean, users are chatting. Everything looks fine. But here’s the thing: Kubernetes is great at scheduling workloads and keeping them isolated. It…
Welcome llm-d to the CNCF: Evolving Kubernetes into SOTA AI infrastructure
We are thrilled to announce that llm-d has officially been accepted as a Cloud Native Computing Foundation (CNCF) Sandbox project! As generative AI transitions from research labs to production environments, platform engineering teams are facing a…
Cloud native agentic standards
An application, composed of one or more containers as dictated by system architecture, that operates either independently or as part of a distributed collaboration—interacting with at least one other entity (container) or achieving quorum-based consensus. It…
Policy-as-Code: Flexible Kubernetes governance with Kyverno
Overview Kubernetes has fundamentally transformed how enterprises deploy and manage business workloads. As organizations build production applications at scale on Kubernetes, cluster size and complexity continue to grow—creating unprecedented challenges in ensuring cluster security, compliance, and…
The great migration: Why every AI platform is converging on Kubernetes
When Kubernetes launched a decade ago, its promise was clear: make deploying microservices as simple as running a container. Fast forward to 2026, and Kubernetes is no longer “just” for stateless web services. In the CNCF…