A four-query experiment demonstrates 84.6% token savings through knowledge compounding in self-evolving wikis compared to standard RAG, by amortizing ingestion costs and reusing synthesized knowledge over time.
Four-query cumulative (Section 5.1): estimated 13.6K, measured-equivalent ~14.6K (Δ +7.4%)
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Knowledge Compounding: An Empirical Economic Analysis of Self-Evolving Knowledge Wikis under the Agentic ROI Framework
A four-query experiment demonstrates 84.6% token savings through knowledge compounding in self-evolving wikis compared to standard RAG, by amortizing ingestion costs and reusing synthesized knowledge over time.