aq81_link_or_unlink_fuzzy_entities)Links records of the same person across name typos, phonetic spellings, and shared handles while unlinking over-merged distinct people when hard negative contradictions appear.
Jaro-Winkler, phonetic skeleton, QWERTY-typo Fellegi-Sunter linker & contradiction unlinker
Substrate: db_atomic · p99 Claim Target: ≤ 3 ms · Phase: 77 - 82 Universal Flat Records, Combinatorial Engine, Switchboard, Esoteric & Hot-Swap
Ambiguous entity corroborator & contradiction evidence verifier
5-Role Component Pod: 0-Call Slot / Solver + OpenSearch / Split-Supervisor (≤4k tok) / Diagnostic Repair + Twin Shim / CPOP + Sister Distiller.
negative_knowledgeCommit Invariant: Drains failed or suboptimal leases into compact 'Do Not Repeat' constraint cards indexed by task signature.
Architectural Problem Solved: Turns failed experiments into reusable institutional memory so future agents never pay twice for the same mistake.
POST https://api.teleon.dev/v1/tenants/:tenantId/queues/aq81_link_or_unlink_fuzzy_entities/enqueue
{
"queue_category": "negative_knowledge",
"priority": 80,
"payload": { "stage": "81", "objective": "Fuzzy Entity Link & Unlink" }
}