TL;DR of the paper, generated automatically.

A paper says higher agent benchmark scores don't reliably mean agents are getting better.

• Findings: all sixteen evolved agents gained new tasks but lost old ones.
• Cost: most reliability gains also raise deployment cost.
• New method: EvoAudit, which the paper says performs best.