MoonMapBench: Opus 5.5 Off by 1,192 m Predicting Lunar Elevations

maksym_andr · x · 2026-10-13

fullrank introduced MoonMapBench, an "unsaturated frontier eval" that scales to any planet or moon with a known elevation profile: AI must predict elevations at 16,200 lunar coordinates. Claude Opus 5.5 averages 1,192 m (3,911 ft) off; GPT 6 Astra is worse at 1,490 m (4,888 ft). The author quips that frontier evals should measure things beyond Earth, and the benchmark can extend to any celestial body, making it hard to saturate.

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