tag: devops

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178 Repositories, Six Months of Dependency Debt, One Day

I gave an AI agent kubectl, the Argo CD API, my Forgejo token and merge rights on every repository I own, then asked it to bring 178 repos back up to date. Here's what happened, what broke, and what full autonomy without a real verification gate actually costs.

Odysseus: The Self-Hosted AI Workspace That Gives Your Privacy Back

How we brought Odysseus to Kubernetes: from ChatGPT clone to production-grade self-hosted AI workspace with CloudNativePG, Traefik, and MCP integrations.

I Built an AI That Deploys Real Cloud Infrastructure Just by Chatting With It

How I built an AI-powered system that deploys real Azure infrastructure through natural conversation, running 100% locally with open-source models - no API costs!