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AI Citations with big context models

Data Workflows

Recently some of the big AI companies such as OpenAI and Grok have been releasing models with really enormous context windows. OpenAI's new 4.1 ('gpt-4.1-2025-04-14') has a 1 million token context window.

Gavin

Gavin

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AI Driven Citation: Controlling Hallucinations With Concrete Sources

Data Workflows

AI Driven Citation: Controlling Hallucinations With Concrete Sources

October 6, 2025

This process, which I call “citation under question” because it does a deep read through the entire document with a question in mind, taking notes about sections that answer the question, is precisely what the bookwyrm.ai citation endpoint is designed to solve.

Gavin

Gavin