Shared bitmap positions can produce maybe answers; clearing shared bits can damage membership checks.

A bloom filter answers maybe at low cost

A Bloom filter can cheaply rule out membership in the set it represents, while a positive answer means only “possibly present.” That asymmetry depends on correct updates and unchanged hash rules. A stale or corrupted filter can reject a key that exists in the underlying database, even though the ordinary append-only algorithm has no false negatives for inserted items. ...

December 15, 2027 · 5 min · XB Field Notes