
RAG vs fine-tuning for a support bot: which one do you actually need?
Both sound like "teach the model your content". Only one of them survives you changing a price on a Tuesday — and the difference decides how much maintenance you sign up for.
Notas sobre agentes de IA fundamentados, RAG e suporte que cita suas fontes.
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Both sound like "teach the model your content". Only one of them survives you changing a price on a Tuesday — and the difference decides how much maintenance you sign up for.

A support bot that invents answers does not fail loudly — it fails in a ticket, an apology, and a screenshot. Here is what makes honesty possible, and why the questions it refuses are your best content backlog.