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Affiliation:, University of Belgrade, University of Passau
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The Compaction Cliff reveals that traditional memory management in AI agents can lead to a dramatic loss of safety rules, but Knowledge Triage offers a robust solution that significantly enhances retention.
Simpler chunking methods often outperform complex ones, challenging the assumption that more sophisticated approaches yield better retrieval results.
Stop retrieving passages in your RAG system: NuggetIndex shows that retrieving and filtering atomic "nuggets" of information yields substantial gains in recall, temporal correctness, and reduced conflicts.
The core assumption that user behavior reveals intent breaks down when AI agents are privately configured by humans, creating a fundamental identifiability problem for information retrieval.
