OReilly/Event/26/03/AI Codecon/1310 Is Your Eval Lying Abhimanyu Anand
Is Your Eval Lying to You? Catching Hidden Failures in Agent Evaluation
Overview
Description
- Hidden trade-off: better accuracy with more tool calls, latency, masked degradation.
- Sycophantic judge: LLM evaluators nondeterministic—score jumps may be prompt sensitivity, not UX.
- Noise floor: without significance testing, coin-flip “gains.” Elastic example—eval setup, significance tests, evaluator prompt structure, audit design for your agents.