Study finds reproducible “zero-output” behavior in LLMs: Should agents retry?

rayanpal_ · reddit · 2026-08-21

A study documents a reproducible behavior called a “Void,” where frontier models like Claude Opus 4.6 return a successful API response containing exactly zero visible output bytes. In one condition, Opus 4.6 produced voids in 900/900 trials. The author raises an engineering question for agent runtimes: when a model hits a reproducible zero-output state, should it automatically retry, substitute a refusal, or preserve the result? Full methodology is available via a linked Zenodo paper.

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