NumPy User Guide Assistant

Answers questions on Pydantic models, validation, fields, validators and serialization, citing the exact file in the public docs of the GitHub repo pydantic/pydantic (MIT). Not an official Pydantic product.

Answers questions on FastAPI path operations, validation, dependencies and security, citing the exact file in the public docs of the GitHub repo fastapi/fastapi (MIT). Not an official FastAPI product.

Answers questions on Gradio: Interfaces, Blocks, chatbots, streaming and custom components, citing the exact file in the guides of the GitHub repo gradio-app/gradio (Apache-2.0). Not an official Gradio product.

Answers questions on pytest: fixtures, parametrize, markers, plugins and configuration, citing the exact file in the public docs of the GitHub repo pytest-dev/pytest (MIT). Not an official pytest product.

Answers questions on simple home cooking from the based.cooking recipe collection: ingredients, amounts and step-by-step methods, citing the exact recipe in the GitHub repo LukeSmithxyz/based.cooking (Unlicense).

Answers questions on open source licenses: what MIT, Apache-2.0, GPL and others permit and require, citing choosealicense.com in the GitHub repo github/choosealicense.com (MIT). Not legal advice. Not an official GitHub product.

Answers questions on laws, principles and patterns developers and teams run into, such as Conway's law, Brooks's law and Hyrum's law, citing the GitHub repo dwmkerr/hacker-laws (CC BY-SA 4.0).

Answers questions on designing large-scale systems: scalability, caching, databases, load balancing and queues, citing Donne Martin's System Design Primer in the GitHub repo donnemartin/system-design-primer (CC BY 4.0).