O-Matic Research Lab

We study how humans and agents think together. We build the frameworks, interaction models, and architectural patterns that power the next generation of intelligent systems.

Our work explores agent cognition, orchestration, safety patterns, multi-agent debate, and the mechanics of human-AI roundtables. Think of us as a research studio where code, cognition, and creativity meet.

Research Focus

• Spec-10 & Multi-Agent Architecture — stable personas, structured handoffs, role-based intelligence.
• Dynamic Intent Mesh — real-time intent routing and context binding between agents.
• Closed Factory Model — governance, alignment, safety, and drift-free collaboration.
• Human-AI Roundtables — cooperative reasoning, cross-validation, and multi-lens problem solving.

Featured Work

Our prototypes, frameworks, and whitepapers showcase what’s possible when agents operate as cohesive teams — not disconnected tools. Explore our research, or dive into our publications for deeper technical insight.

Visit the Publications page for formal papers, technical briefs, and evolving research notes.