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Joab Jackson has been covering the IT and computing space since the birth of the Internet. He has first-handedly reported on the dotcom boom-and-bust, XML, Web services, cloud computing, REST and JSON, big data, containerization and cloud native computing. Now, he is interested in what AI can, and can not, actually do. He has written for IDG News Service (Computerworld, PC World, Infoworld) and has held editing roles for Government Computer News, The New Stack, and The National Technology Center.

Google OpenRL Tames AI Model Tuning, Kubernetes-Style

Google OpenRL Tames AI Model Tuning, Kubernetes-Style

Google has created OpenRL to manage the fine-tuning of large language models (LLMs) in much the same way its Kubernetes container orchestrator streamlines the management of containers. An open source project from ...
Joab Jackson | June 17, 2026 | Google Kubernetes Engine, Google OpenRL, Kubeflow, kubernetes, reinforcement learning, Tinker
Kubernetes Builds a Sandbox CRD for AI Agents

Kubernetes Builds a Sandbox CRD for AI Agents

The Kubernetes community has launched a new project to make a home for AI agents. The Agent Sandbox project, under development by SIG Apps, is a lightweight, single-container VM environment built on ...
Joab Jackson | March 25, 2026 | Agent Sandbox, AI agents, kubernetes, Sandbox CRD
Netflix Found a Faster Way to Load Containers

Netflix Found a Faster Way to Load Containers

The initial appeal with containers was hardware-agnosticism. What runs on your machine runs on production, as long as both ran on x86 CPUs. This interoperability is a big factor in scalability of ...
Joab Jackson | March 17, 2026 | containerd, containers, kubernetes, Netflix
IBM, kubernetes, finops, costs, Finout FinOps financial services Kublr

Cost Control for Kubernetes: Monitor, Right-Size, Govern

As Kubernetes moves from testbeds to production, managers are getting sticker shock from the bills a K8s deployment can incur. Whether hosted in-house or on a cloud provider, who knew cloud nativity ...
Joab Jackson | February 20, 2026 | cost control, devops, FinOps, kubernetes
Kubernetes

Kubernetes Could Use a Different Linux Scheduler

A pair of Cambridge researchers have found a way to squeeze 10 – 20% more capacity from Kubernetes clusters, simply by making a tweak in the way the Linux kernel schedules jobs ...
Joab Jackson | February 6, 2026 | CFS, kubernetes, LAGS, linux
Kubernetes and IPv6: Together at Last?

Kubernetes and IPv6: Together at Last?

As administrators migrate their clusters from Ingress NGINX, which is being retired from the Kubernetes line-up next month, they might want to consider adding another task to their job: migrating their network ...
Joab Jackson | February 4, 2026 | Ingress NGINX, IPv6, kubernetes
Kubernetes Begins Work on Pod Checkpoint/Restore

Kubernetes Begins Work on Pod Checkpoint/Restore

Kubernetes may be getting a feature that has long been enjoyed by supercomputer users: checkpoint/restore. Just as the name indicates, checkpoint/restore is the ability to bookmark a distributed workload such that if ...
Joab Jackson | February 2, 2026 | Checkpointing, containers, KEP, kubernetes, restore

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Microsoft Introduces Execution Containers to Keep AI Agents in Check

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June 9, 2026

Google OpenRL Tames AI Model Tuning, Kubernetes-Style

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Upbound Unfurls Control Plane for Managing AI Inference Workloads

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Google OpenRL Tames AI Model Tuning, Kubernetes-Style
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GitOps in Practice: How to Design a Scalable CI/CD Pipeline with GitLab and GKE
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GitOps in Practice: How to Design a Scalable CI/CD Pipeline with GitLab and GKE

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