🔬 AI Scientist Lab: 2D Active Experiment Design

A Gaussian-process AI scientist probes a hidden 2D function with a limited experiment budget, choosing measurements by UCB, uncertainty sampling, greedy exploitation or at random. Heatmap belief with uncertainty shading, a live slice profile with confidence band, measurement noise and a systematic instrument bias that exposes the limits of the AI.

2D · HTML5 Canvas 2D · 60 FPS target · runs fully client-side, no install