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The library relies on the new OpenAI's new [structured outputs](https://platform.openai.com/docs/guides/structured-outputs/introduction) feature which can generate results with complex nested schemas. This service can definitely be to unpredictable or unreliable for complex or open-ended queries. But leveraged on the right use-cases and with the right specifications, it can also replace hours of scripting and hundreds of lines of code.
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The library relies on OpenAI's new [structured outputs](https://platform.openai.com/docs/guides/structured-outputs/introduction) feature which can generate results with complex nested schemas. This service can definitely be to unpredictable or unreliable for complex or open-ended queries. But leveraged on the right use-cases and with the right specifications, it can also replace hours of scripting and hundreds of lines of code.
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## Acknowledging Marvin
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