I build guardrails for AI agents that operate real Kubernetes fleets, and I write down what actually happens. Architecture, failures, evidence — and the occasional detour into research and life.
most recent
Ten hard-won lessons from building an MCP server whose tools can genuinely hurt someone — a guardrailed control plane for multi-cluster Kubernetes fleets — and then letting two frontier AI agents loose on it: 44 adversarial scenario runs, zero unsafe writes. If your MCP tools touch anything real — a database, a payment, an inbox, a cluster — these lessons are for you.
How I gave AI agents safe hands on a multi-cluster Kubernetes fleet — any MCP-capable agent, though I tested with two: Claude and Codex. Policy admission, human-signed approvals, a tamper-evident audit trail — and a published 22-scenario evaluation, failures included. This is the full end-to-end story, close to the metal.
Modern platform operations are no longer about managing a single Kubernetes or OpenShift cluster.
Wiring IBM Fusion, IBM Bob and kubernetes-mcp together into a single conversational operations loop.
A demonstration of how IBM Fusion orchestrates AI workloads across containers and VMs on a shared GPU-enabled platform.
A working, 15-minute prototype using IBM Fusion, kubernetes-mcp, and Watsonx.
Sometimes, the deepest insights about life don't come from adults — they come from children.
How kubernetes-mcp turns IBM Fusion operations into a conversation with an AI agent.
Migrating virtual machines off VMware and onto IBM Fusion using the OpenShift Migration Toolkit for Virtualization.
An introduction to OpenShift Virtualization — running virtual machines and containers side by side on IBM Fusion.
With IBM Cloud Satellite and IBM Storage Fusion, applications run consistently and securely regardless of the underlying infrastructure.
No posts match that search. Try a different term.
everything, by year