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Offline simulation and counterfactual analysis are not just "nice-to-haves"; they are essential safeguards for AI in finance. By integrating these techniques into a LangGraph workflow, we create a loan processing engine that is not only efficient but also transparent, fair, and robust. This approach allows institutions to deploy AI with confidence, knowing that every decision has been stress-tested against a myriad of "what-if" scenarios.
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