What actually happens in the 3 seconds before your chatbot replies: tokens to RAG

Ok_Translator_227 · reddit · 2026-11-02

A Reddit deep-dive explains the full pipeline behind a real chatbot: tokens and context windows (with per-token cost), the illusion of memory (entire history is resent each turn), chunking and embeddings in a vector DB, RAG retrieval of the 3-5 nearest chunks, system prompts, function calling where code actually executes tools, and pre-launch evaluation plus safety guardrails. Bottom line: every step is a judgment call, and one bad call ruins the experience even with a great model.

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