Why don't machine learning research agents overfit?

TITLE: Why don't machine learning research agents overfit?

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- Source 1: Why don't machine learning research agents overfit?

- Source 2: When LLM judges agree, should we believe them?

- Source 3: Hacking AI customer service agents