Google Built It. I Ran It on AWS.
The agent runtime is more portable than you think — mostly. Last week I got Google's Agent Substrate running on Amazon EKS, with S3 snapshots, RDS s…
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Addressing Uneven Kubernetes Knowledge: Deepening Critical Areas for Platform Engineering Strength
Bridging the Expertise Gap in Kubernetes and Platform Engineering Achieving mastery in Kubernetes and platform engineering demands more than broad f…
A Kubernetes Ownership Limit I Wrote Down Before I Hit It
idp-platform-lab 's ADR-007 has a line in it, written before a second custom resource existed: "CR relationships need design. When DatabaseClaim and…
The day a script needs changing everywhere
At a previous employer I went looking for a shell script and found eleven of it. Not eleven copies, but eleven variants, each one someone's improvem…
Kubernetes Did Not Replace Virtual Machines — It Changed
Kubernetes virtual machines still coexist by design in many production architectures — not because those environments are behind, but because Kubern…
What a Kubernetes controller actually does when you break something
⚡ TL;DR Four things about controller mechanics are widely half-understood: what Reconcile receives, where its work comes from, what a periodic resyn…
I Wrote Thirteen Posts Looking for the Line Between DevOps and AI Governance. There Isn't One.
Thirteen posts ago I went looking for a seam. Somewhere between the pipeline work I did for twenty years and the AI governance work I do now, there…
Introduction to the Cloud-Native World with Azure Kubernetes Services (AKS) - Series Part 1
In today's digital world, businesses face the challenge of developing, deploying, and scaling applications faster and more efficiently. One of the k…
What Financial Services Taught Me About Saying No
Financial services has a reputation among engineers: it's the place where velocity goes to die. Ask anyone who shipped software at a startup and the…
How to Build a Platform Engineering Team & Internal Developer Portal: Lessons from Modern Engineering Organizations
Platform engineering has become one of the fastest-growing disciplines in software engineering. As organizations scale, the number of services, pipe…
Picking the Latest Kubernetes Release on AKS Without Shooting Yourself in the Foot
Picking the Latest Kubernetes Release on AKS Without Shooting Yourself in the Foot Every few months a platform engineer opens a Slack message that r…
AKS and Near-Bare-Metal Workloads: What Platform Teams Can Responsibly Plan For
AKS and Near-Bare-Metal Workloads: What Platform Teams Can Responsibly Plan For Every few months a team shows up with a workload that has opinions a…
Left of the Loop: The Kybernetes
The kybernetes was the helmsman who steered a Greek ship, reading the wind and working the steering-oar to hold a course. The word is the root of tw…
Left of the Loop: The Agora
The Athenian agora wasn't a building. It was an open space where citizens gathered to think in public — argument, trade, philosophy, policy, all hap…
Backstage alternatives in 2026: first ask why you wanted Backstage
Every "Backstage alternatives" roundup lists the same five portals. None of them asks the question that decides which alternative is right: what job…
From NDVI to a Generic Spectral Engine: Architecting Scalable Earth Observation Pipelines.
Scaling AgTech Analytics: From NDVI to a Generic Spectral Engine Meta Description: Discover how refactoring a hardcoded NDVI pipeline into a generic…
Left of the Loop: A Fool with a Tool is Still a Fool
"A fool with a tool is still a fool." — often attributed to Grady Booch I keep coming back to this quote when I watch teams adopt AI. In my last pos…
docker init OCIR OKE: From Empty Folder to Production in 15 Minutes
I timed myself. Starting from an empty directory with a Go application idea, how fast could I get to a running deployment on OKE? The answer was 14…
We Renamed the DevOps Team 'Platform Engineering.' Nothing Changed. Here's Why.
And what it actually takes to make the transition real. Sound Familiar? A leadership meeting. A slide deck. A reorg announcement. The DevOps team is…
Your AI Agent Doesn't Understand Your System
Everyone is asking whether AI can write code. That question is already answered. The more important question is: Can AI understand the system it is…
GitOps Policy Drift: Why Reconciliation Doesn't Stop Day-2 Failure
GitOps policy drift is what happens when a control plane keeps a policy perfectly reconciled long after the reason for that policy has stopped being…
AI Workloads Are Reshaping Kubernetes in 2026: GPU Scheduling, MLOps, and the Platform Engineering Reckoning
How GPU scheduling complexity and MLOps integration are forcing platform teams to rearchitect Kubernetes clusters before operational debt becomes in…
MCP Server Architecture for Platform Teams — Giving AI Live Access to Your Infrastructure
Pipeline & Prompts | Byte size guides on DevOps, Cloud and AI AI in the Stack #3 ⚡ Byte Size Summary MCP (Model Context Protocol) is the standar…
Your senior engineer just gave notice. Most of what they knew was in the repos all along.
Tribal knowledge is two different things wearing one name. The half everyone panics about losing was declared in your Terraform, your Dockerfiles, a…
Supercharging Kubernetes: How eBPF is Revolutionizing SRE and Platform Engineering
The ecosystem surrounding Kubernetes has always been a rapidly moving target. Just when Site Reliability Engineers and Platform Engineers feel they…
Why I Am Building Rudhra as an Agent Operating Platform
AI agents are moving fast. Every week, new frameworks, models, tools, and patterns appear. Developers can now build agents that reason, call tools,…
Monorepo vs polyrepo: the debate is measuring the wrong thing
The monorepo vs polyrepo argument is old enough that Buildkite was comparing it to the Vim and Emacs wars back in 2024. It should have been settled,…
copilot automations turn agents into scheduled infrastructure
GitHub keeps adding small pieces to Copilot cloud agent, and the pattern is getting harder to miss. The latest one is scheduling and event-based aut…
Is Agentic AI Security the Next Crisis for Platform Engineers in 2026?
Is Agentic AI Security the Next Crisis for Platform Engineers in 2026? Quick Answer: Geordie AI's $30M Series A is a clear signal that enterprise ad…
The Disk-Pressure Incident That Taught Me to Always Set LimitRanges and Other Lessons from Mirroring EKS Locally.
Part 6 of 7 — The Mac Kubernetes Lab: A Production-Mirror Setup from Scratch. Previously in Part 5: We installed Istio with revision-based upgrades,…