Product Owner · Industrial & Systems Engineer

Leonardo Rafael Montes De Oca Robertson.

I run digital products the way an engineer runs systems — map the process, decide what ships, and build with AI as the execution team.

Leonardo Rafael Montes De Oca Robertson

Sydney, Australia · made in México

View the work
Diagram of the multi-agent system: writer, prompts, generate, validate, edit, publish, data — with a human spend gate

Written by an agent.

Generated on Vertex AI.

Edited, subtitled and published by code.

One person, operating like a team.

Who I am

MR portrait — incoming Leonardo Rafael Montes De Oca Robertson

Industrial & Systems Engineer from Tecnológico de Monterrey, formed as a Product Owner inside one of Coca-Cola's largest bottlers in Latin America. My pattern is always the same: see the system, find the leverage, ship the fix.

In 2026 I moved to Sydney and turned the same engineering on my own career: I direct AI agents that write, produce, publish and analyze — so one person can operate like a team. Not AI as a buzzword: AI as headcount.

  • B.Eng. Industrial & Systems — Tec de Monterrey, 2019–2023
  • Thesis in automation
  • Spanish · English — working across both
  • Based in Sydney, Australia

Capabilities

Product & systems

  • Product ownership — discovery to delivery
  • Requirements & user stories across multiple teams
  • UX/UI judgment & QA acceptance
  • Process mapping & automation design
  • Leading without authority — teams, vendors, countries

AI, directed

  • Agent orchestration — n8n + Claude Agent SDK
  • Context architecture — canons, agent memory, handoffs
  • Prompt systems — per-model rulebooks, not vibes
  • LLM validators with structured verdicts
  • Cost control — spend gates, human GO on every dollar

Need someone who owns the product and runs the machines?

One conversation is enough to know. I'm on LinkedIn — no forms, no funnels.