AI FOR DECISION · DECISION BRAIN

From execution
to autonomy.

A brain that grows inside the physical world — a world model that reads the environment and the task, agents that think through consequences before acting, and a millisecond reflex layer that keeps every step safe. Hardware and software together, evolving toward physical AI.

Meet the Brain Discuss Your Robot

World Model

Describing is not understanding —
predicting is.

A world model built on an embodied large model — translating sensor signals into the language of tasks, and rehearsing physical consequences and human intent in its head. Not just seeing the world, but simulating it.

01

See the Environment

Multispectral, RGB, TOF and LiDAR fusion reconstructs the work site in 3D.

02

Understand the Task

Task-level semantic understanding — recognizing objects, what to do with them, and where the limits are.

03

Predict Consequences

Dual physics-and-behavior simulation — will the workpiece slip, where will people move — risks surface before they happen.

Autonomous Agent

Before acting, think it through — three times.

Multi-objective trade-offs and scenario simulation — all three steps completed before execution. Cost, risk and priority weighed autonomously; act only after thinking it through.

01 / PLAN

Planning

Multi-objective trade-offs sequence priorities and dependencies — what first, what in parallel.

02 / SIMULATE

Simulation

Scenario simulation walks through every item, comparing candidate plans — every step rehearsed in simulation first.

03 / EVALUATE

Evaluation

Cost, risk and return settled before execution — equipment can be repaired, people cannot be replaced: always take the safer path.

Decision Loop

Decide→ Dispatch→ Execute→ Feedback · Iterate

Physical Agent OS

Any body,
the same brain.

The Physical Agent OS connects the brain to any body. A unified API drives all kinds of robot platforms, compatible with ROS2 and other mainstream protocols; every command is rehearsed and verified in a digital twin before touching the physical robot. Change the hardware, keep the brain.

QuadrupedWheeledHumanoidTrackedFixed-baseDroneAGVRobot Arm

Unified API

One API for every robot body — configuration recognized on connection, deployed in ten minutes.

Reflex & Reason

The brain thinks; a cerebellum-grade safety loop backs it up in milliseconds — no loss of control even offline or on failure.

Skill Market

Vision, voice, navigation and other skill modules install on demand — old robots learn new trades.

Memory & Persona

Companionship by day, growth by night.

Four layers of memory accumulate conversations, habits and preferences — it understands more with every use. Personality is not preset; it is raised through companionship. Self-evolution has boundaries — safety and bottom lines are locked away from self-modification.

Sentience · Voice Service