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card: a model ships only if it clears zero

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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.
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  Everything here is produced by our open-source SDK and published with the numbers
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- behind it.
 
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  ```bash
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  pip install whileai
 
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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. A model ships when it beats its base on a held-out set with an interval
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+ that clears zero. If it does not, it does not ship.
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  ```bash
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  pip install whileai