Machines that understand why, not just how
Industrial automation has hit a structural limit. Machines execute—but can't reason. We're building the intelligence layer that enables task-level intent and long-horizon reasoning, forming the cognitive substrate for next-generation humanoid systems.
The Missing Intelligence Layer
Large-scale deployment of humanoid robots remains constrained by the absence of a reusable, general-purpose intelligence layer capable of interpreting objectives, supervising execution against intent, and autonomously recovering from failure in complex, real-world environments.
The Universal Form Factor
Built for a Human World
Industrial environments were designed for human bodies. Doors, stairs, tools, workstations—all built to human scale. Purpose-built robots require purpose-built environments.
Humanoids don't. They're the only hardware that can operate in spaces made for us—without requiring infrastructure redesign. The universal form factor for a world built for humans.
The Cognitive Substrate
A reusable intelligence layer accessible via standardized interfaces—not vertically integrated solutions
Task-Level Intent
Infer the purpose behind actions, not just replicate movements. Understand why a task is performed to generalize across contexts.
Long-Horizon Reasoning
Plan across extended sequences with contextual understanding. Navigate complex, multi-step tasks in dynamic environments.
Standardized Interfaces
Enable a wide ecosystem of industrial actors to access advanced reasoning through open APIs—not proprietary stacks.
Human-World Ready
Operate in spaces built for humans. No environment redesign required. Deploy into existing facilities immediately.
Learning from Strategic Behavior
A novel training paradigm that addresses the robotics data bottleneck
Gaming Data as a Reasoning Substrate
Rather than relying on robot demonstrations or task-specific simulations, we investigate whether massive-scale gaming video data can serve as a scalable substrate for learning strategic reasoning patterns.
Games naturally encode the cognitive properties humanoid robots need: long-horizon planning, goal decomposition, failure handling, and adaptive decision-making under uncertainty.
A Structural Imperative
In a context of labor scarcity, geopolitical uncertainty, and accelerating technological change, establishing this foundational capability is not optional—it is a prerequisite for sustainable industrial competitiveness in the 21st century.
Humanoid Fleet Intelligence
Every humanoid contributes to—and instantly benefits from—the collective intelligence of the fleet.
Shape the Future With Us
Defining the cognitive foundation
Partner with us to build the intelligence layer for next-generation humanoid automation. We're connecting with industry leaders, investors, and visionaries.