Classifier Confidence ≠ LLM Self-Grading: Why It Matters for Agent Routing

colinmcnamara · x · 2026-10-20

At AustinLangChain, Joseph Fluckiger pointed out that evaluators like Jev classify rather than generate text, so their confidence scores mean something different from an LLM grading itself. The distinction matters the moment you route agent workflows on confidence scores. Full talk available.

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