Enabling AI to understand, reason, and act in the world.

We provide high-quality spatial reasoning data that helps LLMs, agents and world models understand dynamic environments.

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Most data teaches models what to say or what to do,
not how the world evolves.

Most data teaches models what to say or what to do, not how the world evolves.

We build small, fully specified
environments designed to
surface world dynamics.

We build small, fully specified environments designed to surface world dynamics.

Each environment exposes ground-truth state, transitions, and events over time — including information the model cannot directly observe. This lets researchers train and evaluate models on memory, causality, and prediction, not just outcomes.

Working on spatial or temporal reasoning?

We work with research teams building models that must understand dynamics, memory, and hidden state. Tell us what you’re training — we’ll show you what our environments enable.

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Are you an individual creator?

We build small, fully specified environments designed to surface world dynamics.

Get our AI game engine and prompt in worlds.

We build small, fully specified environments designed to surface world dynamics.

New version and platform coming soon…

We build small, fully specified environments designed to surface world dynamics.

FAQ

Learn more about what Nitrode has to offer or feel free to contact us at support@nitrode.com

What kind of data does Nitrode provide?

What is spatial reasoning data for foundational models?

How is this different from standard datasets?

Are datasets off-the-shelf or custom?

What outcomes can enterprises expect?