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The Cognitive Nexus Vol 1, Issue 2: Advances in AI Methodology, Infrastructure, and Governance

Publié
Serveur de preprints
Preprints.org
DOI
10.20944/preprints202510.0091.v1

This paper introduces the October 2025 issue of The Cognitive Nexus Magazine, which brings together six diverse contributions at the intersection of artificial intelligence theory, practice, and application. The featured works span methodological innovation, applied frameworks, and infrastructure design. At the methodological frontier, the issue highlights advances in causal neuro-symbolic reinforcement learning that integrate structural causal models with temporal logic for robust and interpretable decision-making under uncertainty. Applied perspectives are represented through a real-time AI-driven retail eCommerce and point-of-sale optimization framework, demonstrating measurable improvements in demand forecasting, operational efficiency, and customer engagement. From an infrastructure standpoint, the issue explores architectures for multi-tenant AI platforms that balance efficiency with performance isolation. Complementary articles expand the scope further, addressing emerging domains and cross-disciplinary intersections. Collectively, the contributions underscore three themes shaping the AI research and innovation landscape today: robustness and generalization in learning systems, scalability and efficiency in deployment, and ethical governance in applied settings. By synthesizing these threads, this issue provides both researchers and practitioners with insights into current challenges and future directions in the design of trustworthy and scalable AI systems

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