# Negation reality-test queries — real_005 # # Each query carries an explicit negation that should suppress some # subset of workers/clients/cities. Cosine on dense embeddings has # known weaknesses around negation: "NOT Detroit" still tokenizes # "Detroit" and pulls Detroit-aligned vectors near. Without explicit # negation handling, the system may silently surface exactly the # entities the coordinator excluded. # # Test goal: characterize whether the substrate degrades silently # (treats "NOT X" as "X") or surfaces an honesty signal. Need 5 Forklift Operators in Aurora IL, NOT in Detroit (Detroit pool is reserved for another contract) Need 3 Warehouse Associates, but NOT anyone from Beacon Freight Looking for Pickers in Indianapolis, excluding the Cornerstone Fabrication roster 1 CNC Operator needed in Flint MI - we cannot use any Detroit-area workers due to non-compete Need 2 Loaders in Joliet IL but exclude all currently-placed Heritage Foods workers