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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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akshatraj

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#large language models Open access Oct 2026

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 directlyinto the active prompt. In this wo...

akshatraj · 0 citations
#large language models Open access Oct 2026

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 directlyinto the active prompt. In this wo...

akshatraj · 0 citations

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