Technology
The technology behind our physical AI package “Muso-roid,” and how it works across manufacturing, logistics, and retail.
Our physical AI package, “Muso-roid”
Muso-roid is an all-in-one physical AI package: robot body, AI, and operation UI in a single offering. Industry-specific robot foundation models (VLA: Vision-Language-Action) combined with smart force control let it handle many product types and non-standard light tasks — picking, kitting, boxing — with a delicate touch. The goal: a general-purpose robot worker that starts working “from day one,” at a monthly cost below labor.
Inside Muso-roid
Hardware: proven products × customization
We source proven AMRs and robot arms — carefully selected, not built from scratch — and adapt them to the site: reconfiguring them into mobile manipulators and swapping end-effectors. No custom chassis means a fast, reliable ramp-up.
AI: foundation models × industry-specific models
A two-layer approach: open VLA foundation models, fine-tuned on shared industry data into industry-specific models. Tasks are learned in a short time, with no teaching from scratch.
Operation UI “Muso-App”
From work instructions to training, everything runs on a single tablet — no code required. Training happens in the cloud.
Focus areas
Manufacturing
Kitting (parts picking), in-house transport, boxing, and more
Logistics
Picking, sorting, sorter induction, and more
Retail
Stocking, shelving, replenishment operations, and more
What we provide
Smart Robot Software Development
From industry- and task-specific robot foundation models to data collection, operation interfaces, and teleoperation support — provided end to end.
Collaborative Development
Co-development with logistics, manufacturing, and retail partners — validating automation through joint trials and supporting full rollout and scale.
How joint trials and partnerships work
Talk
Tell us about your site's challenges and goals.
Joint trial
We run real machines on tasks that mirror your site, confirming impact and feasibility with data.
Deploy
We implement for your site and stay alongside through post-deployment operations.