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Pydantic

1Validates 2Python 3data 4using 5type 6hints

the six Ws · specification

W1 Who

Python developers who need reliable runtime data validation and settings management.

W2 What

A data validation and settings management library that uses standard Python type hints to parse, validate, and serialize data structures.

W3 Where

Used inside Python applications, APIs, and libraries, most notably as the validation core of FastAPI.

W4 When

Use whenever untrusted or structured input, such as an API request or LLM output, must be parsed into typed objects.

W5 Why

It catches malformed data early with clear errors instead of letting bad data propagate through the system.

W6 With

Implemented in Rust for its core validation engine (pydantic-core) with a Python API layer.

W7 Watch

Open source, MIT licensed, no credentials required; widely used as a foundational dependency across the Python AI ecosystem.

data validationtype hintsschemaserializationpython

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