Algorithmic Gas Lab

Configuration

Rust · Burn

Benchmark

Initial positions

DimensionsWalkers

Elite walkers

SeedObjective

Execution Computation precision

GPU batches use explicit host orchestration. Transfers are reported; no automatic fallback.

Kinetic operator

Jump amplitudeTime step

Companion modules

Diversity donors

Companions · KKernel width

Reduction Cloning donors

Independent modules and random streams. Cloning uses one donor; ancestry is not a filter.

Geometry, fitness & noise

Distance Boundary

Reward exponentDiversity exponent

Positive map Standardization

Statistics floorFriction · γ

Innovation law Noise geometry Noise scale

BAOAB's equilibrium interpretation requires Gaussian innovations. Other laws are experimental dynamics.

Changes apply only after reset.

Preparing engine

Iteration—

Best raw reward—

Eligible walkers—

Reward evaluations—

Population2D projection

ViewXYColor Surface

Preparing population…

Lower rewardHigher rewardSelected

Click a walker to inspect · scroll to zoom

Display and slices

Point size Surface opacity Height scale Links Surface resolution Trails · last 30 steps

Every coordinate is displayed; there is nothing to slice.

Horizontal axis

Run or step to collect measurements. Teal: best recorded. Lavender: current mean.