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Chronofy proposes a three-layer neuro-symbolic framework called Temporal-Logical Decay Architecture (TLDA) that integrates temporal validity directly into RAG systems via temporal subspace embeddings, decay-weighted graph retrieval, and Signal Temporal Logic verification to reduce temporal hallucination.