ISSN : 2583-2646
1.
A Review of Human Factors in AI-Powered Underwriting Systems: Trust, Cognitive Load, and Decision Quality
Kirti Vedi
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Human factors significantly affect the productivity of AI-related underwriting systems, with trust, cognitive load, and quality of decision being the leading factors. The implementation of AI has made the data collection process automatic, improved the decision-making accuracy, and opened up avenues for sophisticated risk assessment.


2.
Revolutionizing Online Shopping: The Power of Multimodal Search in E-CommerceNitin Patki
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For two decades, the atomic unit of e-commerce has been the keyword. However, as AI evolves from a tool that helps humans find products to an agent that buys them on our behalf, the keyword is no longer sufficient. This article examines the watershed moment of multimodal search—the transition where digital catalogs stop being static lists of text and become dynamic ecosystems that can "see" and "listen." We break down the physics of meaning behind vector embeddings, the battle between "build vs. buy" search strategies, and the rise of 3D spatial indexing.


3.
Leveraging Retrieval-Augmented Generation (RAG) AI for Transforming Automotive Design, Manufacturing, and In-Vehicle
Experiences
Naveen Kumar Bonagiri
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The automotive industry is undergoing a paradigm shift driven by the exponential growth of data from connected vehicles and evolving customer expectations. This transformation introduces both opportunities and challenges, compelling manufacturers to adopt advanced AI technologies. Retrieval-Augmented Generation (RAG) emerges as a pivotal enabler in this context, offering capabilities that span product development, manufacturing optimization, predictive maintenance, and hyper-personalized in-vehicle experiences.


4.
Sustainability Integration in Railway Manufacturing Engineering Projects: A Conceptual ReviewAravindh Balan
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Sustainability has become a critical aspect of railway manufacturing engineering projects due to environmental concerns, regulatory requirements, and the need for long-term economic viability of large-scale infrastructure systems. Beyond strict regulations, innovative technologies, and stakeholder coordination, Germany is one of the examples of the progressive implementation of sustainability principles in the railroad industry. The paper provides a concept synthesis of the sustainable practices in the railway engineering project based on the literature in manufacturing engineering, railway systems, project management and sustainability research.


5.
LLM-Enhanced Java APIs for Intent-Driven Backend Invocation in Full-Stack SystemsSohith Sri Ammineedu Yalamati
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One of the challenges that has posed the greatest difficulty in the development process of full-stack applications today is the high level of user intent-invoked backend services, particularly as the level of difficulty of the application has been raised. Integration protocols that are default APIs in Java systems are likely to force programmers to directly couple front-end processes to the facilities at the back end. In this way, Java systems are also more expensive to create and slow.