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Autonomous agents can now discover their own evaluation metrics, bypassing the costly bottleneck of real-world engineering benchmarks.
SLMs can leapfrog performance on complex software engineering tasks by learning *when* to ask for help from larger models, achieving a 25% gain on SWE-bench with minimal expert queries.