What breaks in document AI

Duplicate entities and aliases

8 of 8 quotes

• “duplicated content crowds out other material in the rate-limited reduce step.”

• “FalkorDB's fulltext index (RediSearch) splits Korean on whitespace only”

• “Entity nodes with the *exact same name* (same `group_id`, identical string) are not being merged by dedup, resulting in duplicate nodes accumulating over time.”

• “Differences in capitalization, spacing, or language may create separate nodes for the same entity, for example: System Admin system admin SystemAdmin 系统管理员”

• “For production environments with large datasets (costly to rebuild), this is a critical bug”

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• “I spent so much time messing with fuzzy matching libraries and NERs for various entity resolution tasks”

• “With ~300+ episodes across multiple knowledge groups, resolution calls hit `Output length exceeded max tokens 16384` consistently”

• “Duplicates are categorized as new relationships temporally replacing the older one.”

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