Work in progress · Architecture design phase · 2026
MUTO Physical AI Stack
A unified hardware–software ecosystem that helps machines think, adapt, and act at the edge — modular, intelligent, autonomous. No cloud required.
Why MUTO
Physical intelligence without fragmentation.
Industrial and educational robotics today are stuck with cable chaos, expensive cameras, and cloud lock-in. MUTO collapses that into one modular stack — from silicon to sensors to the operator dashboard.
Hardware-first
Intelligence starts in silicon. Physical modules are built for harsh environments and zero-failure operation.
- CORE, LINK, SENSE, LOOP
- RK3588-class edge compute
- IP-rated industrial design
Software layer
Local-first cognition binds hardware to intelligence — real-time OS, digital twin, and mission HMI.
- MUTO OS + M-Lang runtime
- TWIN digital twin platform
- DASH mission command
Open ecosystem
Application recipes, an open connector standard, and a path for OEMs and developers to adopt Physical AI.
- Recipe cards / combos
- LOOP open standard
- Configurator & community
Seven modules
From controller to cockpit
Each module is a building block. Combine them into mission-ready stacks for drones, factories, farms, and labs.
MUTO CORE
High-performance AI controller — PLC-grade reliability with 6–12 TOPS edge inference for workloads from nano-drones to industrial arms.
MUTO OS
Real-time Linux distribution for edge AI. M-Lang native runtime, no-internet mandate, and self-evolution without reboots.
MUTO LINK
Turns modern phones and tablets into industrial sensor nodes — vision, audio, and 5G gateway capability from e-waste hardware.
MUTO TWIN
Bi-directional digital twin on edge ARM hardware. Predict motion, train safely in simulation, sync swarms under 30ms.
MUTO SENSE
Self-identifying sensor nodes — thermal, LiDAR, chemical, haptic, IMU, ultrasonic — auto-configure on LOOP connection.
MUTO LOOP
Universal genderless connector carrying power and data — ending cabling chaos with SNAP, ULTRA, and FLEX tiers.
MUTO DASH
Unified HMI across mobile, tablet, XR, and industrial consoles — tactical control, diagnostics, and live twin viewport.
Application combos
Mission recipes, not one-off builds
Pre-designed configurations snap modules together for exploration, factories, remote ops, agriculture, swarms, and education.
Terrain & rescue
CORE + LINK + SENSE + LOOP for onboard SLAM, thermal avoidance, and lightweight autonomous exploration.
Predictive maintenance
Full stack with TWIN and DASH for anomaly detection, simulation, and zero-cloud operator command.
Accessible Physical AI
Phone-as-sensor via LINK, local inference on CORE, and LOOP wiring simplicity for STEM programs.
Principles
Sovereign, modular, accessible
Intelligence should not require permission from a cloud server. MUTO is designed so a machine in a remote mine thinks as clearly as one in a modern factory — without latency bills or API lock-in.
No-internet mandate — every module must function at full capability offline.
Sustainability by design — LINK reuses phones as industrial-grade AI sensors.
Open standards — LOOP geometry and M-Lang are meant to outlive any single vendor.
Explore the live MUTO prototype
The interactive architecture site is public while the platform is still in design. Or talk to us about related digital product work.