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Qdrant Recall Inconsistency: It Took 300 Test Runs to Discover the Index Wasn't Refreshed

At 2 AM, a user reported that the AI Agent suddenly forgot details of a project we discussed yesterday. I groggily opened Grafana and saw the memory recall rate had dropped from 98% to 60%.

  • AI Agent forgot project details, memory recall rate dropped from 98% to 60%
  • Qdrant writes and queries have time gap, causing intermittent failures
  • Qdrant's write and index building are asynchronous, leading to empty or partial results

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