Collected sources and patterns will appear here. Add from search or the patterns library.
Tuple<EvaluationState, QuerySet> -> EvaluationState
Skip generating answers for queries that already exist in a checkpoint file and selectively retry only marked error outputs on subsequent executions.
Problem it solves
Network, rate-limiting, or server failures during high-throughput LLM API calls waste previously successfully generated tokens and budget.
Consumes
Emits
The real projects this mechanism was found in. Attribution is the point — this is how the best teams actually do it.