FUSIONMAX

FUSIONMAX

FUSIONMAX

The Brain of Spaceo

The Brain of Spaceo

The Brain of Spaceo

The Audio-Vision-Language-Action core of every Muks Humanoid, FusionMax is our physical AI intelligence engine , a 2-billion-parameter Mixture-of-Experts AI model. It unifies perception, reasoning, and physical action into a single system, enabling our robots to understand the world, make decisions, and execute tasks with human-level fluidity.

The Audio-Vision-Language-Action core of every Muks Humanoid, FusionMax is our physical AI intelligence engine , a 2-billion-parameter Mixture-of-Experts AI model. It unifies perception, reasoning, and physical action into a single system, enabling our robots to understand the world, make decisions, and execute tasks with human-level fluidity.

The Audio-Vision-Language-Action core of every Muks Humanoid, FusionMax is our physical AI intelligence engine , a 2-billion-parameter Mixture-of-Experts AI model. It unifies perception, reasoning, and physical action into a single system, enabling our robots to understand the world, make decisions, and execute tasks with human-level fluidity.

Why FusionMax Matters?

Robots have traditionally been limited by scripts, fixed behaviors, and narrow intelligence. FusionMax breaks that barrier.Designed from the ground up for embodied performance, it lets humanoids see, listen, think, and act in real time. From airports to manufacturing floors to future planetary outposts, FusionMax enables robots that adapt, not just operate.

Why FusionMax Matters?

Robots have traditionally been limited by scripts, fixed behaviors, and narrow intelligence. FusionMax breaks that barrier.Designed from the ground up for embodied performance, it lets humanoids see, listen, think, and act in real time. From airports to manufacturing floors to future planetary outposts, FusionMax enables robots that adapt, not just operate.

Why FusionMax Matters?

Robots have traditionally been limited by scripts, fixed behaviors, and narrow intelligence. FusionMax breaks that barrier.Designed from the ground up for embodied performance, it lets humanoids see, listen, think, and act in real time. From airports to manufacturing floors to future planetary outposts, FusionMax enables robots that adapt, not just operate.

Architecture & Innovation

Architecture & Innovation

Architecture & Innovation

Mixture of Experts (MoE) at the Core

Mixture of Experts (MoE) at the Core

Mixture of Experts (MoE) at the Core

FusionMax activates specialized expert modules for vision, language, audio, and motor control depending on the input, giving the robot deeper understanding with higher efficiency.

FusionMax activates specialized expert modules for vision, language, audio, and motor control depending on the input, giving the robot deeper understanding with higher efficiency.

FusionMax activates specialized expert modules for vision, language, audio, and motor control depending on the input, giving the robot deeper understanding with higher efficiency.

Dual Time-Scale Reasoning

Dual Time-Scale Reasoning

Dual Time-Scale Reasoning

High-Level Reasoning Core: Processes semantic meaning, instructions, and perception.
Low-Level Action Core: Generates precise motor control commands for continuous, physical movement.

High-Level Reasoning Core: Processes semantic meaning, instructions, and perception.
Low-Level Action Core: Generates precise motor control commands for continuous, physical movement.

High-Level Reasoning Core: Processes semantic meaning, instructions, and perception.
Low-Level Action Core: Generates precise motor control commands for continuous, physical movement.

This separation allows FusionMax to maintain long-horizon planning while responding instantly to real-time changes.


Embodied semantic awareness

An it allows FusionMax to understand language in relation to the robot’s current body state: Joint positions and torque, visual scene inputs, audio cues and spatial context.

This separation allows FusionMax to maintain long-horizon planning while responding instantly to real-time changes.


Embodied semantic awareness allows FusionMax to understand language in relation to the robot’s current body state: Joint positions and torque, visual scene inputs, audio cues and spatial context.

This separation allows FusionMax to maintain long-horizon planning while responding instantly to real-time changes.


Embodied semantic awareness allows FusionMax to understand language in relation to the robot’s current body state: Joint positions and torque, visual scene inputs, audio cues and spatial context.

This creates grounded, human-like interpretation of tasks.

This creates grounded, human-like interpretation of tasks.

This creates grounded, human-like interpretation of tasks.

Core Capabilities

Core Capabilities

Core Capabilities

Multi-Modal

Perception

FusionMax combines RGB vision, depth sensing, spatial audio, and proprioceptive feedback into a unified model the robot can act upon instantly.

Multi-Modal

Perception

FusionMax combines RGB vision, depth sensing, spatial audio, and proprioceptive feedback into a unified model the robot can act upon instantly.

Multi-Modal

Perception

FusionMax combines RGB vision, depth sensing, spatial audio, and proprioceptive feedback into a unified model the robot can act upon instantly.

Task Mapping &

Decomposition

Long, multi-step instructions are automatically broken into structured subtasks , enabling autonomous planning without manual programming.

Task Mapping &

Decomposition

Long, multi-step instructions are automatically broken into structured subtasks , enabling autonomous planning without manual programming.

Task Mapping &

Decomposition

Long, multi-step instructions are automatically broken into structured subtasks , enabling autonomous planning without manual programming.

Generative Action

Control

FusionMax doesn’t just understand tasks, it generates the exact movement sequences required to complete them. From precise arm motions to full-body navigation, it outputs continuous control commands with remarkable fluidity.

Generative Action

Control

FusionMax doesn’t just understand tasks, it generates the exact movement sequences required to complete them. From precise arm motions to full-body navigation, it outputs continuous control commands with remarkable fluidity.

Adaptive

Learning

The model improves over time, learning from its environment, user interactions, and feedback loops without needing task-specific rewrites.

Adaptive

Learning

The model improves over time, learning from its environment, user interactions, and feedback loops without needing task-specific rewrites.

Adaptive

Learning

The model improves over time, learning from its environment, user interactions, and feedback loops without needing task-specific rewrites.

Highly Scalable

Architecture

One model. Infinite applications. Airports | Manufacturing lines | Warehouses | Retail spaces | Defense environments | Space research missions

Highly Scalable

Architecture

One model. Infinite applications. Airports | Manufacturing lines | Warehouses | Retail spaces | Defense environments | Space research missions

Highly Scalable

Architecture

One model. Infinite applications. Airports | Manufacturing lines | Warehouses | Retail spaces | Defense environments | Space research missions

Generative Action

Control

FusionMax doesn’t just understand tasks, it generates the exact movement sequences required to complete them. From precise arm motions to full-body navigation, it outputs continuous control commands with remarkable fluidity.

Generative Action

Control

FusionMax doesn’t just understand tasks, it generates the exact movement sequences required to complete them. From precise arm motions to full-body navigation, it outputs continuous control commands with remarkable fluidity.

Deployment

Deployment

Deployment

On-Device Intelligence

On-Device Intelligence

On-Device Intelligence

Optimized for embedded GPUs like NVIDIA Jetson Thor, FusionMax runs locally for ultra-low-latency decision-making.

Optimized for embedded GPUs like NVIDIA Jetson Thor, FusionMax runs locally for ultra-low-latency decision-making.

Optimized for embedded GPUs like NVIDIA Jetson Thor, FusionMax runs locally for ultra-low-latency decision-making.

Hybrid LAN Inference

Hybrid LAN Inference

Hybrid LAN Inference

For high-capacity tasks, FusionMax can run on a local server connected to the robot over a high-speed wireless network, enabling scalable multi-robot deployments.

For high-capacity tasks, FusionMax can run on a local server connected to the robot over a high-speed wireless network, enabling scalable multi-robot deployments.

For high-capacity tasks, FusionMax can run on a local server connected to the robot over a high-speed wireless network, enabling scalable multi-robot deployments.

Experience FusionMax

Speak with us to explore how FusionMax can power your environments or robotics programs.

Experience FusionMax

Speak with us to explore how FusionMax can power your environments or robotics programs.

Experience FusionMax

Speak with us to explore how FusionMax can power your environments or robotics programs.

Our Clients

Our Clients

Our Clients