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A proactive memory agent can significantly enhance decision-making in long-horizon tasks by preventing critical information from being forgotten.
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.
