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Held-out Test Set

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Wu Shixiong's Large Model Academy
Wu Shixiong's Large Model Academy
Oct 9, 2026 · Artificial Intelligence

Why Your 93% Agent Success Rate Collapses Under Scrutiny: The Evaluation Gap Between Saying and Doing

The article details a rigorous agent evaluation framework for after-sales operations using GRPO, revealing why a 93% overall success rate masks critical failures in specific scenarios and safety guardrails, and how to structure evaluations to withstand interviewer scrutiny.

Agent EvaluationBucket AnalysisGRPO
0 likes · 18 min read
Why Your 93% Agent Success Rate Collapses Under Scrutiny: The Evaluation Gap Between Saying and Doing