Introducing Lumin

We believe the future of enterprise AI is in "Enterprise-Sovereign" systems, not black-box APIs. Lumin's research delivers the open, auditable frameworks for multi-agent systems that solve real-world, long-running business processes.

Our Core Thesis

An agent's value is unlocked not by its LLM, but by its ability to capture "behavioral data"—the unwritten decision-making logic of your experts.

Our Approach

We design for this by building:

• Sandboxed RL environments for safe experimentation
• Asynchronous human handoffs for continuous learning
• Rigorous validation against a "taxonomy of failure"
• Solutions to the "perfection fallacy" for practical deployment

The Result

Our partners get a bespoke, provably reliable competitive moat through enterprise-sovereign AI systems that work.

Stay tuned for deep dives on our research, frameworks, and real-world applications.