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Culture Monitor

AI Assistant Culture Threshold Filtering

June 3, 2026

The AI assistant now supports direct threshold filtering for culture listings. You can ask questions like "which wells on this plate are above 80% confluence?" and get precise, server-side filtered results without waiting for the assistant to process large datasets in-context.

Previously, the assistant fetched all cultures and filtered them after the fact — slow and unreliable for large plates. Filters are now applied directly to the query, so results are accurate and responses are faster regardless of plate size. The update also resolves edge cases where threshold queries could get stuck, making them more robust.