31,430-Trial Study Reveals Frequent Zero-Byte Outputs Across Major LLMs

rayanpal_ · reddit · 2026-07-31

A frozen cross-vendor study across 11 GPT, Claude, Gemini, and Kimi LLMs revealed 11,658 successful executions with exactly zero visible UTF-8 output bytes out of 31,430 trials. Across 4,290 strict matched semantic pairs, null-condition arms produced 2,505 of these "Voids," while matched output-licensed controls produced zero. The researcher notes these were not caused by refusals, safety blocks, rate limits, or transport failures. Raw records and verification code have been made public.

Related event: Massive Tests Reveal High Rate of Zero-Byte Empty Outputs in Major LLMs(3 posts)→

Original post →

More from Models

Models channel →