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Same question, different answers

Why a model can surprise you, even at temperature 0.

A model writes one token at a time, picking each by weighted chance. Temperature sets how adventurous those picks are.

Asked 12 times at each temperature: “Suggest a name for a new app that helps students practise coding interviews.”

temperature4 different answers
  • CodePrep8
  • CodeSprout2
  • CodeCrest1
  • CodeReps1

Real data from gemini-3.5-flash-lite, 2026-10-16

Even at temperature 0, the same question got 4 different answers in 12 tries. An agent that passed a test once has proven very little.

Your agent answered a test question correctly. What should you do before shipping?