Mine Odyssey: 180-Task Minecraft Benchmark Tests AI Agents' Real-World Spatial Navigation

junxian_he · x · 2026-10-09

Mine Odyssey is a benchmark for spatial agentic intelligence built on community-made Minecraft maps, covering 30 real-world locations (Notre Dame, Hong Kong, Versailles, the White House) across 180 tasks. Agents follow natural-language instructions to visit destinations in order, evaluated on success rate, checkpoint coverage, SPL, and turn counts. Community mods enable ablations on weather, HUDs, first/third-person views, and route lines, plus an Opus effort study.

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