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#RAG

Side-by-side comparison diagram of RAG versus agentic AI: RAG follows a single read-only pass from question to retrieve to generate to answer, while agentic AI loops through goal, reason and act, and observe until the task is completed
AI & Automation

RAG vs Agentic AI

RAG answers questions from your data. Agentic AI takes multi-step action using it. Here's how to tell which one your business needs, when you need both, and why getting this wrong is the most common way AI budgets get wasted.

Md Nasir Wahid3 min read
Diagram of the RAG retrieval loop: six stages split into an offline indexing pipeline (crawl, chunk, embed, store) and an online query pipeline (retrieve, generate), with the loop closing back to re-crawl when content changes
AI & Automation

The Retrieval Loop

What RAG actually does, stage by stage, traced through ChatBotAi — a real Laravel chatbot that crawls a website, indexes it, and answers questions from the retrieved paragraphs alone.

Md Nasir Wahid6 min read