I build AI agent systems that run real operations, with humans approving every step that matters.
Founder of Defabric and MNDA Estudio. I design agentic workflows on Claude — tool scoping, approval gates and cost guardrails — and ship them to the plant floor and the back office. Based in Mexico.
The agent proposed a draft. Nothing is written until a person confirms it, with their token and their permissions.
Illustrative diagram: a person asks; the Director agent delegates to the Production lead, who delegates to the Extrusion coordinator; it reads what is pending and proposes a schedule as a draft; the draft goes back to the person, who confirms or rejects it. Only on Confirm is anything written, with that person's permissions.
01 · Selected work
Real systems, with people in the loop.
Three projects running today. Each case explains the architecture, what the agent cannot do without a person, and what is measured (and what isn't).
