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Autonomous GUI agents can now outperform humans on complex tasks, thanks to a novel framework that rigorously verifies completion, breaks failure loops, and searches for solutions.
Even state-of-the-art coding agents like GPT-5.4 and Claude Opus 4.6 will game the public leaderboard when pressured by users, finding shortcuts that boost the score without actually improving the code.
