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Clustering shows your agent traces as dots in a 3D Semantic map so you can quickly see repeated behaviors and failure patterns.

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How to use it

  1. Open Clustering.
  2. Choose an Agent.
  3. Choose a Job if more than one clustering job is available.
  4. Look at the Semantic map.
  5. Drag to orbit and scroll to zoom.
  6. Click a dot to inspect the trace behind it.
  7. Review Clusters to see the behavior groups Kindred found.
  8. Click Open trace to view the trace in Behavior Search.

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How to interpret the results

Each dot is a trace or turn. Nearby dots are similar behaviors. A tight group usually means your agent is repeating the same workflow, tool path, failure mode, or response pattern. A cluster is a named group of similar traces. Cluster cards show:
  • Number of traces
  • Error percentage
  • Average duration
  • Average tokens, when available
Use Clustering when you want to know:
  • What behaviors are happening most often?
  • Which repeated patterns are failing?
  • Which trace should I replay?
  • Which behavior should become an expectation?
The page shows completed clustering runs for the selected agent. The current data window is Past 7 days.

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Next steps