Preview of the First Digital World Model

How it Works

01

Define your environment

Pass tool schemas, domain rules, and steering directives to shape the world your agent trains in. No gym code needed.

02

Connect your model

Works with any model and training backend. Simply replace your tooling layer with our Digital World Model API.

03

Imagine your tasks and rewards

Use your existing training tasks and outcome rewards or imagine new ones and simply start training.

Our Digital World Model generates interactive worlds dynamically. Skip the hand-built environments and let your agents train in truly simulated environments.

A single API interface that adapts with your tasks, rewards and requirements

Built for teams training agents.

One environment for every domain. Plug in your model, your reward function, and your training backend — DWM handles the rest.

What happens inside
the world

World Model
Generates the environment

Imagine the tooling you would want your agent to be trained on and the Digital World Model will bring it to life.

Agent · Action Loop
Acts and observes

Our model monitors your agent's actions and behaviors and steers it according to your instructions.

Training Backend
Learns from the Trajectory

Our Digital World Model adapts smartly according to your agent's interaction patterns, no matter how capable your agent is.

Steering & Rules
Shape the training signal

Alter your domain and steering instructions dynamically to target specific behaviors of your agent.

Any domain. Generated on demand.

Social Media
Banking
Coding Environment
Dev Tools
Your Domain
Education Platform
Travel Booking
Social Media
Banking
Coding Environment
Dev Tools
Your Domain
Education Platform
Travel Booking
Social Media
Banking
Coding Environment
Dev Tools
Your Domain
Education Platform
Travel Booking
Social Media
Banking
Coding Environment
Dev Tools
Your Domain
Education Platform
Travel Booking
Logistics & supply chain
Healthcare portals
API Documentation
HR & procurement
Finance & banking
Web & productivity
Logistics & supply chain
Healthcare portals
API Documentation
HR & procurement
Finance & banking
Web & productivity
Logistics & supply chain
Healthcare portals
API Documentation
HR & procurement
Finance & banking
Web & productivity
Logistics & supply chain
Healthcare portals
API Documentation
HR & procurement
Finance & banking
Web & productivity

One example Trajectory

"Submit quarterly expense report"
model: Qwen/Qwen3-27B · backend: TRL
Completed
navigate
/expenses/new
fill form
/expenses/new
upload
/expenses/new
upload
/expenses/new
submit
/expenses/new
reward
/expenses/new
Digital World Model — Full Walkthrough
(30:43)