Applied AI Research
O-Matic
Research Lab
Where humans and AI agents think, build, and evolve together.
"Building systems that preserve human agency at scale."
What We Study
O-Matic is an applied AI research studio focused on how humans and agents collaborate in real work — planning, creativity, reasoning, evaluation, and execution. We build the frameworks that make those collaborations stable, safe, and powerful.
Closed Factory System
Operator-owned governance, alignment, and drift resistance.
MCP Orchestration
Cross-server document intelligence, Docling + Filesystem integration, local-first RAG.
Multi-Agent Architecture
Stable personas, structured handoffs, Spec-10 cohesion.
Human–AI Roundtables
Cooperative reasoning and cross-validation patterns.
Core Factory Team
The O-Matic Closed Factory operates on a three-agent core.
3
Core Agents
2
Production Skills
400+
Files Processed
0
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