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This paper introduces Constraint Saturation Evaluation (CSE), a procedural benchmark testing LLMs under 1-12 simultaneous constraints, finding that per-constraint pass rates decay gradually but joint success collapses beyond 5-6 constraints, with weak coupling between constraint types and little mitigation from inference-time strategies.