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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.
Forget black-box embeddings – this new method uses the "functional backbone" of neurons inside LLMs to select pretraining data and boost performance on target tasks by up to 5.3%.
