Simulated Worlds
Predicted Dynamics
\frac{\partial^n \phi}{\partial t^n} = L[\phi] + S(\text{particles})
Simulated Dynamics
Discovery Under Uncertainty
RL Training Loop
Propose Law
Compute RL Reward Signal
Evaluate Fit and Iterate
./run_experiment.sh
--initial_velocities ...
Sample Random World
Simulate Noisy Dynamics
\nabla \phi = \rho
Run Experiment
Subtle signals hidden in complex noise
Gravitational Waves
Systematic biases or new physics?
Hubble Tension
