Research Publications

The O-Matic Research Lab publishes ongoing work in multi-agent cognition, orchestration systems, safety frameworks, and human-AI interaction models. Our publications include formal whitepapers, technical briefs, architectural methods, and exploratory research notes.

Featured Whitepaper

This paper updates the Closed Factory model for GPT-5.1-class agents, introducing the Spec X governance layer, enhanced multi-agent orchestration, and the modern Brandy / Probot / Carver roster, along with the extended O-Matic team.

Foundational Whitepaper

The original Closed Factory whitepaper outlines the core governance model, deterministic agent handoffs, Spec-10 persona architecture, and the principles behind safe multi-agent collaboration. It remains a reference point for the evolution documented in the GPT-5.1 update.

Upcoming Publications

• Spec-10 Architecture Overview — structure, stability, identity, and cross-agent integrity.
• Dynamic Intent Mesh — intent routing, context binding, drift reduction, and evaluation layers.
• Human-AI Roundtable Methods — debate frameworks, cross-validation protocols, and multi-lens reasoning.
• Agent Persona Stabilization — reproducible identity systems for long-running agents.
• Applied Governance Models for AI Systems — operational practices for safety and auditability.

Research Notes & Briefs

Short-form technical explorations, experiments, architectural diagrams, and emerging ideas from the lab. These will be added as the research body grows.