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Document ingestion and the launch of Gemini 2.0 caused a lot of buzz this week. As a team building in this space, this is something we researched thoroughly. Here’s our take: ingestion is a multistep pipeline, and maintaining confidence from LLM nondeterministic outputs over millions of pages is a problem.


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