Validation Result Caching And Deduplication

via “output caching and deduplication”

LLM eval & testing toolkit

Unique: Implements transparent content-based caching at the evaluation layer, automatically detecting and reusing identical prompt/input combinations without user configuration. Cache is persistent across evaluation runs.

vs others: More transparent than manual caching; reduces costs without requiring users to explicitly manage cache keys or invalidation logic.