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Are AI labs pelicanmaxxing?

2 hours ago
  • Dylan Castillo conducted a systematic study to investigate whether AI labs are deliberately training models to produce images of pelicans on bicycles (pelicanmaxxing).
  • The methodology used 48 prompts (8 animals x 6 vehicles) run three times each through 7 different AI models, with evaluation by GPT-5.6 Luna and Gemini 3.1 Flash-Lite.
  • No evidence of pelimaxxing was found: pelicans on bicycles were not drawn any better than other animal-vehicle combinations, and no lab showed a significant advantage.
  • GLM-5.2 came closest to showing a boost for the pelican-bicycle prompt, but the effect was small and not statistically significant.
  • The findings suggest that the widely discussed 'pelican on a bicycle' benchmark does not reflect deliberate training bias by AI labs.