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Memory agents can boost decision-making performance by over 8% in long-horizon tasks by actively managing relevant information instead of passively retrieving it.
SynapseFlow achieves over 4x higher branch coverage and uncovers critical bugs that other tools miss, revolutionizing fuzz harness generation.
Chunk-level semantic verification in OmniOPD yields a +28.64% boost in math performance over traditional OPD, challenging the reliance on token-level logit matching.
