MazeBench is a 3D open world benchmark that current agents cannot clear

giffmana · x · 2026-07-29

MazeBench is a 3D open-world benchmark where today’s agents stall in the first levels

MazeBench is a 3D open-world environment built to evaluate long-term planning and visual spatial reasoning. It spans hundreds of rooms and puzzles, and the authors say current best agents cannot get past the early stages.

The benchmark is meant to stress skills that standard tests often miss: navigating a persistent world, remembering structure over long horizons, and acting coherently across many steps.

Related event: MazeBench Released: 3D Open-World Benchmark Exposes Agent Limitations(12 posts)→

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