Insights & Research

Article • AI Compliance • By Dr. Farhat Jummani

Navigating ISO 42001 Adoption: Establishing AI Governance

As organizations transition from experimental AI systems to commercial deployment, the need for auditability and algorithmic risk controls becomes critical. This brief details the core components of the new ISO/IEC 42001 standard.

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Article • Explainable AI (XAI) • By Dr. Farhat Jummani

Explainable AI (XAI) in Cyber Defense Architectures

How machine learning classifiers help isolate and identify phishing campaigns. We examine why "black-box" decisions pose regulatory risks and how to structure transparent, explainable decision matrices.

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Article • SOC Advisory • By Dr. Farhat Jummani

SOC Optimization: Scaling Efficiency and Compliance Standards

Operational metrics for evaluating Security Operations Center efficiency. Discover how structuring clear incident playbooks and compliance mapping reduces threat containment time.

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Research Paper • Academic Research • By Dr. Farhat Jummani

AI-Driven Curriculum Transformation

Published study exploring machine learning standards integration in higher tech governance education.

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Research Paper • Academic Research • By Dr. Farhat Jummani

Vulnerability Resilience Classification

Research paper detailing anti-phishing threat detection classifiers utilizing supervised learning algorithms.

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