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Author

Sourav Saha

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Conference Aug 2026

Retrieval-Augmented Generation (RAG): Architectures, Evaluation Metrics, and Security Challenges in Large Language Models

Retrieval-Augmented Generation (RAG) is a sophisticated approach employed to enhance the efficiency of Large Language Models (LLMs). Most of the existing LLMs primarily rely on pre-trained data, which can be either obsolete or insufficient at times, hence providing suboptimal outcomes. To mitigate this problem, RAG beg...

Asker Shariff Subahan, S. Khan, Sourav Sarkar et al. · 0 citations
Conference Aug 2026

Autonomous Multi-Agent Systems Orchestrated via n8n: Infrastructure Bottlenecks and Self-Healing Architectures

The transition from single-shot generative models to autonomous, goal-directed agents represents a structural departure from fixed-pipeline automation. Low-code orchestration platforms such as n8n increasingly supply the operational substrate for this transition, handling function invocation, state persistence, and int...

Swapnil Mohan Gaikwad, Sourav Saha, Ranjit Kumar Reddy Ponugoti et al. · 0 citations

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