Platform Engineering

I wanted to find out whether our internal, VPN-only systems could be made usable from Claude, with real identity, and without the connection turning into a

Two weeks ago I wrote about what changes when you keep the model fixed and swap the harness. The short version: the wrapper matters more than people assume.

I ran the same coding task through four AI coding tools this week - opencode, Pi, GitHub Copilot in VS Code, and Claude Code - all driven by the same local

Over the last two weeks we introduced three mesh VPN solutions one at a time: NetBird, Tailscale, and Headscale. Three posts, three products, one open question:

In Post 2 of this series we introduced Tailscale as the UX gold standard in the mesh VPN segment. With one honest caveat: The control plane is proprietary,

Mesh VPNs are replacing the old concentrator model. Anyone stepping into this space cannot avoid one name: Tailscale. The service has been the UX gold standard

Classic SSL VPNs are aging. The last two years have shown multiple critical vulnerabilities in the major concentrator products, while at the same time the

Earlier this year I had the chance to attend an IBM watsonx Orchestrate workshop. After the workshop I kept going – setting up Orchestrate's Agent Development

I created the same workflow twice – once as an agentic flow in IBM watsonx Orchestrate, once as a deterministic graph in n8n with MCP. Both work. But they solve

Recently, I spent some time digging into IBM watsonx Orchestrate - labs, technical docs, and real agents. The term "AI automation" covers a lot of

Securing Your Self-Hosted Automation: A Deep Dive into n8n and Vault/OpenBao Integration In the rapidly evolving landscape of workflow automation, self-hosting

Workflow automation used to be simple. Trigger fires, steps execute, data moves from A to B. Every branch is predetermined. Every outcome is scripted. The human

Learning & Development is a Satisfaction Driver—and a Competitive Advantage In many organizations, learning and development is still treated as a

How Claude Sonnet 4.5 and GitHub Copilot helped us navigate the maze of custom Backstage integrations The Backstage Promise (and the Reality) Spotify's

Short read (~6–7 min) – focused on the operational side of Model Context Protocol (MCP) enablement. 1. Problem in Practice Single MCP servers are easy.

Introduction Model access alone rarely delivers differentiated organizational value. Real leverage appears when language models can safely invoke tools

We're currently working on a new training for this topic—stay tuned for updates!

Learn how to use Crossplane and the Kubernetes standard API to manage infrastructure and services efficiently.