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I Counted Drops as Wrongs. The Chart Was Theater.

The first number on an eval dashboard is usually a lie. Not a scam. A folding error. You asked a model for an answer, the path blinked, and your scorer filed the blink under incorrect.

  • Evaluation dashboards often contain inaccurate first numbers due to calculation errors.
  • Free endpoints generate unnecessary noise and can lead to incorrect grading of model paths.
  • A robust evaluation environment is crucial to ensure models can handle failures gracefully.

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