No More ‘Trust Me, Bro’: Statistical Parsing Meets Verifiable Reasoning
AI systems are very good at saying things. This is both the miracle and the invoice. In enterprise settings, the sentence itself is rarely the final product. A compliance officer does not only want an answer about whether a clause violates policy. A credit analyst does not only want a summary of why a borrower looks risky. A procurement team does not only want a generated explanation of why Vendor A seems eligible. They want to know what the system used, which rule it applied, where the uncertainty sits, and whether the conclusion survives when the evidence changes. ...