What Must Survive? Exact Task-Information--State Frontiers Under Partial Task Revelation
The dual bit frontier, an irreducible common-core floor, and a sharp singular-value characterization for nonzero tolerance are derived, which distinguish uniform task sufficiency from distributional and decision-level performance.