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Structured

OpenAI Structured JSON Output With Adherence

OpenAI Structured JSON Output With Adherence

In the past, when using OpenAI’s JSON mode there was no guarantee that the model output will match the specified and predefined JSON schema. In my view this really made this feature unrelia

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🚀Building Multi-Agent LLM Systems with PydanticAI Framework: A Step-by-Step Guide To Create AI…

🚀Building Multi-Agent LLM Systems with PydanticAI Framework: A Step-by-Step Guide To Create AI…

Pydantic, a powerhouse in the Python ecosystem with over 285 million monthly downloads, has been a cornerstone of robust data validation in Python projects. Now, its creators are venturing i

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How to Use Structured Generation for LLM-as-a-Judge Evaluations

How to Use Structured Generation for LLM-as-a-Judge Evaluations

Structured generation is fundamental to building complex, multi-step reasoning agents in LLM evaluations — especially for open source models *Disclosure: I am a maintainer of [Opik](https

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Generating structured data from an image with GPT vision and Langchain

Generating structured data from an image with GPT vision and Langchain

In today’s world, where visual data is abundant, the ability to extract meaningful information from images is becoming increasingly valuable. Langchain, a powerful framework for building applica

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