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Tatiana Otbetkina

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Review Open access Oct 2026

From Retrieval to Evidence: A Task-Adaptive Two-Layer Knowledge Architecture for LLM Agents

A task-adaptive two-layer methodology combining a compact, reviewed knowledge layer for orientation and cross-source synthesis with a versioned evidence layer for exact lookup and claim support is presented.

A. Volkov, Taras Pustovoy, Dmitriy Istomin et al. · 0 citations

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