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  **Turn agent mistakes into training data.** Production traces become a dataset, the
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  dataset post-trains an open model you own, and a held-out test says whether the agent
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- stopped repeating the mistake. The last step is the one most pipelines skip.
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  Everything here is produced by our open-source SDK and published with the numbers
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  behind it. Where a result does not clear zero we say so and leave it up.
 
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  **Turn agent mistakes into training data.** Production traces become a dataset, the
12
  dataset post-trains an open model you own, and a held-out test says whether the agent
13
+ stopped repeating the mistake.
14
 
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  Everything here is produced by our open-source SDK and published with the numbers
16
  behind it. Where a result does not clear zero we say so and leave it up.