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Structured Output

Explore our latest articles and insights about Structured Output.

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Practical insights for production AI systems

Pydantic output structuring for RAG agent plans

How to use Pydantic models to force your RAG planner LLM to return structured steps. The schema, the retry loop, and why plain JSON prompts break in production.

RAG Pydantic Structured Output+2 more

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8 min

LLM Engineering

JSON output parsing for RAG: grounding with Pydantic

How JSON output parsing grounds RAG answers in retrieved context. The Pydantic schema, the prompt, and the validation that kills hallucinations.

RAG Structured Output Pydantic+2 more

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11 min

Prompt Engineering

Structured JSON output from LLM prompts

Learn how to extract structured data from LLMs using few-shot prompting, output priming, and tool calling. Build a review analyzer that outputs clean, m...

Structured Output JSON AI Engineering

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7 min

Structured Output

AI Bytes

Pydantic output structuring for RAG agent plans

JSON output parsing for RAG: grounding with Pydantic

Structured JSON output from LLM prompts

Weekly Bytes of AI

Structured Output

AI Bytes

Pydantic output structuring for RAG agent plans

JSON output parsing for RAG: grounding with Pydantic

Structured JSON output from LLM prompts

Weekly Bytes of AI