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// Hacker Noon · 17 February 2026

Why Email Threads Break Every RAG Pipeline 

The problem is that email threads aren't documents, yet every standard RAG approach treats them as if they were. Connect to Gmail API, pull the messages, chunk them, embed them, and retrieve the top-k relevant chunks when someone asks a question. This works for static documents because they are self...

Hacker Noon
@hacker-noon · Rachamim kennard
hackernoon.com
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Hacker Noon@hacker-noon

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