procedure
The 'Filter then Search' logic for RAG systems involves a two-step process: 1. The Hard Filter (Checkboxes): The database enforces hard rules to ignore data chunks that do not match specific tags (e.g., Year: 2026), eliminating irrelevant data before AI processing. 2. The Smart Match (Search Bar): The AI performs a Vector Search to find the mathematical meaning of words only within the pre-filtered dataset.

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