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Utility Tracking

Curation tracks retrieval outcomes per trajectory:
  • retrieval count
  • success count after retrieval
  • derived utility score
A trajectory is considered for pruning only after minimum retrieval evidence.

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Python Curation Details

Python metadata also includes:
  • deferred validations (DeferredValidation)
  • persistence score updates
  • deprecation and supersession fields
This enables pruning decisions that combine retrieval success and post-hoc validation signals.

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TypeScript Curation Details

TypeScript curation currently uses retrieval-based signals via CurationManager plus storage metadata fields.

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Trigger Model

CurationManager.maybe_curate() increments episode counter and runs pruning every curate_every episodes (default 10).