Tech
24 of the 30 duplicate groups were not duplicates
We grouped an asset database by title and found 30 groups of "duplicates." Content hashing dissolved 24 of them. Five were real. One was unjudgeable — because the rows had no content at all.
This is a field note on deduplication judgment, from auditing a store of AI-agent assets (conversations, skills, memories, instruction files) collected across many platforms. The numbers are from a live audit on 2026-08-19.
Title matching is a grouping key, not a judgment
The 30 groups cam...
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