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arXiv2d ago
5.0

Continuous Knowledge Metabolism: Generating Scientific Hypotheses from Evolving Literature

Jinkai Tao, Yubo Wang, Xiaoyu Liu, Menglin Yang

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Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorypaper
Topics
ragagents

Opportunity Brief

Build a temporal RAG system that manages 'continuous knowledge metabolism' by automatically aging out outdated information and incorporating new scientific findings.

Suggested repo: chrono-rag

"A RAG system that updates its own memory as the literature evolves."

Estimated effort: 45h