Agent Arena: long-horizon, hundreds-of-turns tasks expose a 55-minute gap between top models

arena · x · 2026-11-05

LMArena's Agent Arena measures complex, real-world tasks, and the data shows long-horizon sessions amplify differences between frontier models. Tasks span hundreds of turns — porting a codebase to Rust, auditing an investment strategy document, writing a math textbook, and more. Comparing the top model from each of the 5 leading labs reveals a roughly 55-minute gap. Full comparisons at lmarena.ai's Agent Arena.

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