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Recursive self-improvement in Macaron-V1 leads to continual learning that adapts to real-world experiences, setting a new standard for open agent models.
SynapseFlow achieves over 4x higher branch coverage and uncovers critical bugs that other tools miss, revolutionizing fuzz harness generation.
