Home▸AI & Machine Learning▸AI in the Legal System: Predictive Justice & Bias Simulator

⚖️ AI in the Legal System: Predictive Justice & Bias Simulator

3D AI Legal Risk-Assessment Simulator — watch a recidivism-risk model score case cohorts in real time, toggle bias correction on a proxy feature, and watch the false-positive-rate gap between groups and the courtroom scale respond live.

AI & Machine Learning3DModerate60 FPS

Details

CategoryAI & Machine Learning

RenderingThree.js · WebGL

DifficultyModerate

Target FPS60

ControlsHistorical bias strength slider (0-100%) sets how skewed the hidden proxy feature is between case cohorts; Bias correction toggle down-weights that proxy feature in the model; Decision threshold slider (10-90%) sets the high-risk cutoff and tips the courtroom scale; Case throughput slider (1-8/s) controls how many simulated cases stream through the network per second; drag to orbit camera, scroll to zoom.

Three.jsAI EthicsPredictive JusticeAlgorithmic BiasLegal NLPInstancedMesh

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⚙ Under the hood

Watch an AI recidivism-risk model score simulated legal cases in real time. Feed it two case cohorts, toggle bias correction on a hidden proxy feature, and watch the false-positive-rate gap between groups shrink or grow on the courtroom scale — inspired by the 2016 ProPublica COMPAS investigation.

Three.jsAI EthicsPredictive JusticeAlgorithmic BiasLegal NLPInstancedMesh

3D · Three.js / WebGL renderer · 60 FPS target · runs fully client-side, no install