Agent Arena launches leaderboard grading models on millions of real agentic tasks

arena · x · 2026-09-11

Agent Arena launched a leaderboard that measures models on millions of real-world, long-horizon agentic tasks, giving them web search, filesystem and terminal tools to complete workflows like coding, slide decks and app building. It uses causal tracing to measure each model's net improvement over the average, with a Pareto frontier view.

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