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Weekend queues are long. The customer wants more staff during busy hours, and says they will return.", "questions": [ { "type": "choice", "instructions": "Which type of business is reviewed?", "criteria": { "cafe": "Coffee and refreshments", "hotel": "Overnight accommodation", "bank": "Financial services" } }, { "type": "noul", "instructions": "Does the customer intend to return?" }, { "type": "score", "instructions": "Rate the quality of the coffee.", "criteria": [ "Poor", "Average", "Excellent" ] } ], "ordering": "Cycle three fixed question types, one shared context, fresh IDs only", "warmup_pairs": 2, "measured_pairs": 30, "clock": "Synchronized resident local SystemOne including conversion/tokenization/forward/answers; excludes HTTP/Studio/network" }, "source_hashes": { "Lex/prepared/decision_inference/_grouped.py": "80551e1bebd10634abcbbfce1aecf6cafab93b7e178399c428dd97022c6f9d95", "Lex/prepared/decision_inference/_system_one.py": "0dc61f7558eed31c9ac186827b2050c0d391c69ea3684c02e8cd9c71400b1690" }, "public_release": false }, "measurement_note": "Initial concurrent final-package run had substantial nonstationary stalls and LexQ8 failed its gate. Its samples are retained. Final fixed serial measurement follows termination of own training/data producers,10warmup and30measured alternating pairs. No sample filtering; unchanged acceptance gates." }