The Wiz Behind the Curtain

About O-Matic

Origin Story

O-Matic started as a simple question: what happens when you stop treating AI as a single tool and start treating it as a team?

The answer became the Closed Factory — a governed, multi-agent environment where specialized AI agents collaborate under human oversight. Not to replace human judgment, but to amplify it.

Every system we build starts from one principle: autonomy is earned, not assumed.

James "Jimmy" Walker

Operator & Creator

IT systems architect, iOS developer, and AI researcher focused on practical multi-agent orchestration. Builder of frameworks that keep humans in command while letting agents do what they do best.

The O-Matic Research Lab is where theory meets production — every concept gets tested against real work before it gets published.

Research Focus

  • Multi-agent orchestration & governance
  • Human-AI collaboration patterns
  • Agent persona stabilization
  • Drift resistance & alignment safety

Built With

  • ChatGPT Projects (Custom GPTs)
  • Claude Desktop + MCP Integrations
  • Docling (IBM Research)
  • Swift / SwiftUI for native tooling