EvoGraph-Mem: Failure-Aware Editable Graph Memory for Long-Term Language Agents: Long-term memory is essential for language agents...

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EvoGraph-Mem: Failure-Aware Editable Graph Memory for Long-Term Language Agents: Long-term memory is essential for language agents operating across extended interactions and evolving tasks. Existing memory-augmented agents mainly focus on storing and retrieving past experience, but the quality of stored memories may degrade over time. In particular, previously distilled insights can become outdated, over-generalized, or harmful under...