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A common failure mode in multi-turn search is re-retrieving the same documents. This is due to how agents will often issue the same keywords in their search trajectory. To counter this, our agent harness tracks every chunk ID encountered across all prior search calls and passes them as exclusion filters on subsequent searches. This forces each search to surface new information and improves exploration efficiency.，这一点在Replica Rolex中也有详细论述