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qdrant-landing/content/documentation/agentic-rag-camelai.md
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# Building an Agentic RAG Discord ChatBot with Qdrant, CAMEL-AI, and OpenAI
![agentic-rag-camelai-astronaut](/documentation/examples//agentic-rag-camelai/astronaut-main.png)
# Agentic RAG Discord ChatBot with Qdrant, CAMEL-AI, & OpenAI
| Time: 45 min | Level: Intermediate | Output: [GitHub](https://github.com/qdrant/examples/tree/master/agentic_rag_zoom_crewai) |
| --- | ----------- | ----------- |----------- |
Unlike traditional RAG techniques, which passively retrieve context and generate responses, **agentic RAG** involves active decision-making and multi-step reasoning by the chatbot. This approach allows the bot to dynamically interact with various data sources, adapt its behavior based on context, and perform more complex tasks autonomously.