Fig. 3: The agentic workflow.

This figure illustrates the structure and process of the autonomous agentic workflow for optimizing LLM performance without human input, using five specialized agents (specialist, sensitivity improver, specificity improver, sensitivity summarizer, specificity summarizer). P0 initial prompt, APn agent prompt number n, FPs false positives, FNs false negatives, SOP standard operating procedure.