ry-ops

ry-ops is where I build and document an AI-driven DevOps ecosystem — in public, end to end.

Short, practical breakdowns of what I actually ship: AI and LLM engineering (RAG, MCP, AI agents, prompt engineering, efficient inference), backend and REST API design, and the infrastructure underneath it — Kubernetes, Docker, Proxmox, GitOps, CI/CD, Redis, and a homelab that doubles as a proving ground.

No hype cycles — just the patterns, trade-offs, and hard-won lessons from running real systems. If you're a software engineer, in DevOps/SRE, or a homelabber who wants AI and infrastructure that actually works, subscribe and build alongside me.

Infrastructure as a Fabric → ry-ops.dev