Human-in-the-Loop Validation for AI-Generated Financial Models

AI can produce coherent financial models that contain critical errors, such as incorrect cell references or unsupported market assumptions, requiring specific controls. Consequently, real estate feasibility models must identify which properties allow automatic testing and which decisions require qualified human oversight. To enhance AI safety, the I-HITL protocol ensures that agents initiate actions only with explicit human approval. This robust framework prevents agents from bypassing guardrails, even when interacting with compromised systems or facing adversarial human delegation.