Complexity Limits in Boolean Query Evaluation for AI Agents
August 18, 2026
Research indicates that standard Document-at-a-Time iterator models face O(2^|Q|) exponential blowup when evaluating complex, non-monotonic Boolean queries. This creates a theoretical bottleneck for neuro-symbolic reasoning workflows in search infrastructure.
HOW THIS AFFECTS YOU
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builderComplex agentic workflows may face significant latency when using standard search indices.
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researcherThis highlights structural bounds in current query evaluation strategies.