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The author redesigned the IONS protocol from brute-force graph traversal to a Cognitive Attention Architecture that progressively routes queries through relevant slices of the network, separating path confidence, relevance, and utility.
DEI introduces a distributed Quality-Diversity search framework using heterogeneous LLMs as mutation operators, showing that model diversity improves performance over homogeneous parallel approaches. Evaluated on the Core War domain, a four-node heterogeneous ensemble achieves significant gains in QD-Score and coverage.
Elasticsearch is a distributed search and analytics engine, scalable data store and vector database optimized for speed and relevance. It powers search and AI applications including RAG and vector search.