Decentralized finance exposes supervisors to fast-moving, networked credit risks that are difficult to inspect directly from raw on-chain records. We present DeXposure-Claw, an end-to-end decision-support system that converts forecasts of future exposure networks into bounded, auditable review tickets. DeXposure-FM produces future graph distributions. Deterministic monitors and stress scenarios organize forecast signals into a typed EvidenceBundle, and an LLM turns this record into ranked tickets with evidence-linked rationales. Data-health and confidence controls restrict intervention-level outputs when the supporting evidence is insufficient, while supervisors retain final authority. DeXposure-Bench evaluates the resulting workflow across forecasting, warning, calibration, stress analysis, ticket construction, and degraded-input behavior. The release schema separates forecast evidence, queue position, and control state for supervisory review. Retained legacy tickets do not contain every designed gate field. Code: https://github.com/EVIEHub/DeXposure-Claw/tree/finnlp-2026-code-snapshot-v1.