VPCT (Visual Physics Comprehension) — leaderboard

100 trivially easy (for humans) physics puzzles - balls rolling down ramps into buckets. Yet LLMs struggle badly, exposing a striking gap between impressive language capabilities and basic visual-spatial reasoning.

Source: cbrower.dev. Status: saturation imminent.

Interactive version: theaggregate.ai/benchmark?slug=vpct-visual-physics-comprehension · How the rankings work · Data refreshed daily, snapshot 2026-07-22.