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Function calling and structured outputs in LLMs with LangChain and OpenAI

dylancastillo.co · published 1 July 2025

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https://dottxt-ai.github.io/outlines/latest/

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https://dylancastillo.co/posts/say-what-you-mean-sometimes.html

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https://platform.openai.com/docs/overview

platform.openai.com

https://smith.langchain.com/signup

smith.langchain.com

https://dylancastillo.co/posts/prompt-engineering-101.html

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https://docs.pydantic.dev/latest/concepts/models/

docs.pydantic.dev

Introducing Structured Outputs in the API Read at the source ↗

https://ai.google.dev/gemini-api/docs/structured-output

ai.google.dev

https://docs.anthropic.com/en/docs/test-and-evaluate/strengthen-guardrails/increase-consistency

docs.anthropic.com

https://dylancastillo.co/posts/llm-pydantic-order-matters.html

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https://dylancastillo.co/posts/gemini-structured-outputs.html

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https://arxiv.org/abs/2404.07362

arxiv.org