Entity Resolution for Agent Memory: Avoid Connecting the Wrong Facts

Entity resolution in memory graphs determines whether records refer to the same subject, and incorrect merges can misattribute facts and undermine later answers. Reliable identity matching should distinguish display labels from stable source-specific identifiers, respect tenant and authorization boundaries, and use provenance-backed evidence rather than name similarity alone. Systems should record whether matches are confirmed or inferred, preserve uncertainty in ambiguous cases, and allow unresolved entities to remain separate while seeking clarification or additional evidence. They must also support correcting mistaken merges by tracing relationships and derived memories back to their sources so records can be split, reassigned, or invalidated. Evaluation should test common identity conflicts, assess both false merges and missed matches, examine downstream answers after corrections, and include lifecycle events such as access changes and deletion.

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