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Early failure prediction can save up to 20.4% of execution tokens while improving resolution rates in software engineering tasks, transforming how agents handle long trajectories.
MultiFixer repairs 420 bugs, including complex multi-hunk cases, establishing a new benchmark in Automated Program Repair.
