Chhattisgarh Swami Vivekanand Technical University

The Context Collapse Paradox: Why Data Saturation Induces Cognitive Noise in Enterprise LLMs

Modern Large Language Models (LLMs) boast effective context windows spanning from 32,000to over 1,000,000 tokens. In production enterprise architectures, this expansion has driven a naivedesign pattern: piping uncurated historical databases, transcripts, and document revisions di...

The Context Collapse Paradox: Why Data Saturation Induces Cognitive Noise in Enterprise LLMs

Modern Large Language Models (LLMs) boast effective context windows spanning from 32,000to over 1,000,000 tokens. In production enterprise architectures, this expansion has driven a naivedesign pattern: piping uncurated historical databases, transcripts, and document revisions di...

Nanomaterial-based remediation of industrial wastewater: trends, mechanisms, and challenges in heavy metal removal

Heavy metal ions are ubiquitous in water resources, toxic, and tend to bioaccumulate. Therefore, they represent a serious threat to the environment and to human health. The use of conventional treatment processes such as coagulation-flocculation, membrane separation, chemical pre...