We create the realities
Physical AI learns from.
Unlock digital-twin simulations at a scale once reserved for supercomputers and specialist teams, and generate the experiences world models learn from.
Move through a world of conditions.
Loading recorded radio fields
Simulated experience. Physical intelligence.
Move to exploreThe simulation layer
for Physical AI.
Laplace simulates how the world responds to changing conditions and actions, generating experience for training world models and testing their decisions.
- Configure
Build the digital twin.
Configure geometry, materials and physical dynamics using established simulators.
- Scale
Explore changing conditions.
Vary environments, inputs and actions. Run scenarios in parallel to capture how the physical state evolves, including what sensors cannot see.
- Train & test
Train models. Test decisions.
Generate training data for world models and simulated outcomes for evaluating planners.
Give AI somewhere to learn.
Choose a world. Explore what changes.
Recorded simulation
How can a robot learn how gently to grip?
Compare a fixed grip with the learned controller on the same virtual tissue.
Recorded outputs, replayed in your browser. No new simulation is running.
What this enables
Learn a grip that adapts to unfamiliar materials.
Demonstrated in simulation. No real tissue or clinical validation.
Read the task
Train a gripper on different virtual tissues, then test it on unfamiliar materials.
Edited demonstration briefRecorded simulation
How can a drone avoid losing its signal?
Compare the shortest route with a route chosen using predicted radio coverage.
Recorded outputs, replayed in your browser. No new simulation is running.
What this enables
Use predicted coverage to guide route planning.
Demonstrated in a simulated city. No real flight validation.
Read the task
Simulate how buildings block radio signals, then compare routes through the city.
Edited demonstration briefRecorded simulation
Can a rescue planner anticipate smoke beyond its sensors?
Move through the recorded fire. Switch between heat and visibility.
Recorded outputs, replayed in your browser. No new simulation is running.
What this enables
Predict heat and smoke beyond the next room.
A simulated planning comparison, with tradeoffs in rescue coverage.
Read the task
Vary fires in a virtual office and train a model to estimate hazards beyond nearby sensors.
Edited demonstration briefRecorded simulation
Where could a wildfire spread next?
Move through the recorded fire. Compare the physics model with the learned forecast.
Recorded outputs, replayed in your browser. No new simulation is running.
What this enables
Test fire forecasts against changing winds and terrain.
Synthetic fires on real terrain. Operational validation is still needed.
Read the task
Generate fires under different conditions and train a model to forecast their spread.
Edited demonstration briefRecorded simulation
Can a few sensors reveal where a gas leak started?
Reveal the plume and its true source behind the sensor readings.
Recorded outputs, replayed in your browser. No new simulation is running.
What this enables
Test source estimates against the known simulated leak.
The featured case exposes a localization failure.
Read the task
Simulate leaks and changing winds, then test whether sparse sensors can locate the source.
Edited demonstration briefRecorded simulation
What can wall sensors miss inside a reactor?
Watch the internal temperature change as the reactor develops a fault.
Recorded outputs, replayed in your browser. No new simulation is running.
What this enables
Create training data for future warning and control models.
Data generation demonstrated. Learned sensing and control remain pending.
Read the task
Vary reactor faults and pair wall-sensor readings with the hidden conditions inside.
Edited demonstration briefRecorded simulation
Can turning a turbine help the whole farm?
Choose a recorded wind condition. Compare the model's prediction with the power computed by the physics solver.
Recorded outputs, replayed in your browser. No new simulation is running.
What this enables
Test model-selected turbine settings against the physics.
Some settings improve simulated output; others reduce it. No operating-farm control validation.
Read the task
Simulate a wind farm under changing wind and turbine settings. Train a model to predict power, use it to choose how the turbines should turn, then check those choices in the physics solver.
Edited demonstration briefRecorded simulation
Can radar tell a drone from a bird?
Compare recorded drone and bird signals, and follow the classifier's changing assessment.
Recorded outputs, replayed in your browser. No new simulation is running.
What this enables
Train radar perception from simulated signals.
Synthetic tests only. Simplified bird motion makes recognition easier; no real-target validation.
Read the task
Simulate radar echoes from drones and birds as their blades and wings move. Train a model to distinguish them, then test its predictions on separate synthetic examples with noise and clutter.
Edited demonstration briefResearch Hub
Follow the process.
See what holds up.
From a difficult question to a simulated world, a comparison and a result worth questioning.
Robotics · touch and control
Robotic finger design simulation
Simulate robotic fingers before fabrication. Compare skins, touch sensors and controllers across manipulation tasks.
Explore the simulation ↗Energy · connected-system resilience
Large-scale cyberattack simulation
Simulate cyber disruption and physical failures at a fictional energy company. Compare how defensive responses affect electricity delivery and business operations.
Explore the simulation ↗Energy · finding the cause of a fault
Reactor fault diagnosis simulation
Create hidden reactor faults with similar readings, then test whether an intervention, a longer wait or another measurement reveals the cause.
Explore the simulation ↗Energy · testing diagnostic reliability
Reactor diagnosis stress-test simulation
Stress-test reactor diagnosis across concurrent faults, uncertain plant conditions and different physical models.
Explore the simulation ↗Research Hub
Explore simulations
Chemistry, materials, weather and more. The complete Research Hub, with every original figure, film and result.
Early access to Laplace
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Join early access and tell us about the physical system, scenario or research question you want to explore.
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