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RAG - Educational breakdown distinguishing chatbots from true A...
Educational breakdown distinguishing chatbots from true AI agents through progression stages: LLM → RAG → Tools/APIs.
Updated: 5/30/2026
Most people say they're building an "AI Agent."
They're usually building a chatbot.
Here's the actual progression 👇
Stage 1 → LLM
🧠 Predicts the next token.
Stage 2 → + RAG
📚 Can read your documents before answering.
Stage 3 → + Tools
🔧 Can take actions.
APIs. https://t.co/mZrb26QcYr
Source: https://x.com/LearnWithBrij/status/2060706319326421216
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