Ex‑DevOps PM turned AI‑agent wrangler. I manage AI agents to build, ship, and maintain real products.
Robert Tuma
Ex‑DevOps PM turned AI‑agent wrangler. I manage AI agents to build, ship, and maintain real products.
Every product below is built and maintained by AI agents. I set direction, review output, and ship.
I spent 15 years as a DevOps Project Manager in enterprise software — managing teams, running standups, navigating corporate politics. I was good at it. But I kept watching AI get better and thinking: why am I managing people when I could be managing machines?
In 2026, I quit. No safety net. No co‑founder. Just a Mac Studio, a Claude Max subscription, and a bet that one person with the right AI stack could outpace a funded startup.
I use OpenClaw — an AI orchestration platform — as my core tool stack to manage a fleet of agents. I pointed them at real problems. They write code, run QC, handle deployments, post content, and file their own bug reports. I set direction, review output, and ship.
Today I run 10+ products with zero employees. The agents ship code at 3 AM. They don't need PTO. And they're getting better every week.
Technical, honest writeups about the systems, skills, and workflows behind an AI‑first product portfolio.
My real skill stack, grouped by category, with examples of how each one fits into daily workflows.
Roles, accountability, and escalation layers that turn agent chaos into a real business.
How I coordinate a multi‑agent team without becoming the bottleneck.
How I moved 12 projects to a single VPS and Cloudflare without losing reliability.
Behind‑the‑scenes updates on what I’m building, what’s working, what’s failing, and why.
No recycled advice. No theory. Just real execution.