The degenerate solution problem in agent evals: when writing an end-to-end policy wins

JoshPurtell · x · 2026-09-20

A technical discussion on agent eval design: if an environment allows harness self-modification, agents may find a "degenerate solution" — simply writing an end-to-end code policy and running it against the env is optimal, defeating the eval's purpose.

The author notes even interrupting code execution for only a few scenarios may not be the intended behavior, and asks what principled constraints could let researchers test meaningful live harness self-modification while avoiding the degenerate case.

Related event: BALROG NetHack benchmark debate: harness self-modification and degenerate solutions(7 posts)→

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