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What does it mean that Max and Heavy "think" or "reason"?

ExplainerUpdated

Max and Heavy have extended thinking: before the final answer, they work through the problem step by step, like doing scratch work on paper. That reasoning:

  • makes them better at planning, debugging and hard problems,
  • takes extra time (Max and Heavy took about 7 to 9 seconds per benchmark task versus 3.5 for Flash),
  • costs output tokens,
  • can be shown to you (on the Model API as reasoning_content).

Flash skips this step and answers straight away.

Good to know#

  • Clatter Labs publishes its measurements of honesty, coding, efficiency and purity. Benchmark 2 results
  • Not sure which tier? auto lets the product choose per step. What auto does
  • SuperCosmos reads text only; it doesn't take image input. What it can't do

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