Lumin

Long horizon agents with human‑in‑the‑loop

We believe the future of enterprise AI is in open, auditable frameworks—not black-box APIs. Our research delivers multi-agent systems that solve real-world, long-running business processes by capturing the unwritten decision-making logic of your employees.

Enterprise‑sovereign systems

Open, auditable frameworks that give you control over your AI infrastructure—no black-box dependencies.

Behavioral data capture

Systems that learn from your experts' unwritten decision-making logic, not just their outputs.

Provable reliability

Rigorous validation against failure taxonomies to solve the perfection fallacy and deliver dependable results.

Building your competitive moat

We design sandboxed RL environments and asynchronous human handoffs to capture the behavioral data that makes your organization unique. Our approach moves beyond the perfection fallacy to deliver bespoke, provably reliable systems that work for your specific business processes.

Our focus
Enterprise-sovereign AI
Key insight
Behavioral data LLM power
Our promise
Provably reliable systems

Latest research

View all