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Flawed proofs in abstract graph convexity left foundational bounds on Carathéodory and exchange numbers technically unproven—until this work closed the gap and classified the extremal structures.
AI models can predict invoice dilution in supply chain finance, potentially unlocking financing for riskier buyers previously excluded by traditional methods.