Neural Compliance: Designing AI-Driven Risk Protocols for Real-Time Governance in Digital Banking Systems

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Srinivasarao Paleti

Abstract

The rising importance of this critical effort has never been more apparent than in the modern digital ecosystem. The purpose of the guidelines is to move beyond the abstract challenge of cybersecurity resilience and describe certain baseline security practices that prove particularly effective at mitigating the risk of common cyber threats. At the end of 2017, the Federal Financial Institutions Examination Council (FFIEC) issued guidelines in the US for risk management of IT service providers, which include third-party service providers of financial institutions, with strong parallels to the security supply chain aspect. These guidelines align all existing regulations. The continuously evolving and more complex threat environment in the digital world calls for a continuous alignment of security measures and risk governance frameworks with these new guidelines. New security threats and risks continue to emerge as technologies evolve. The guidelines and regulatory requirements are part of a holistic approach by authorities to mitigate these risks. Strong encryption of data in transit and at rest, close circuit monitoring, public key infrastructure for encrypted communication channels, and forensics are among some more recent requirements that are coming into play. Building and maintaining a sustainable governance framework for regulation of these digital efforts is not possible without real-time risk monitoring capabilities. For real-time compliance measurement, analysis of log data requires Incident and Event Management systems characteristically used in the security operations centers of financial institutions. This technology is also part of the required baseline due to new guidelines.

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