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Hybrid Neuro-Symbolic Fraud Detection Is Already in Production-Like Use, but the Hard Part Is Stability

Hybrid neuro-symbolic fraud detection is not a speculative idea. In finance and insurance, teams are already combining neural models with explicit rules to improve rare-case detection, keep decisions explainable, and satisfy audit demands. The practical distinction is that these systems do not just add rules after the fact; they can inject domain knowledge into training…

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