Build a local ChatGPT Clone with memory using Llama 3.1

A ChatGPT-like assistant that runs entirely offline and recalls past conversations—an AI that learns from each chat and personalizes its responses, all without any internet dependency. Giving this kind of control to users is a powerful way to make AI both secure and adaptable for private use cases.

In this tutorial, we’ll build a local ChatGPT clone using Llama 3.1 8B with a memory feature, making it capable of recalling past conversations. All components, from the language model to memory and vector storage, will run on your local machine

For this app, we’re using Qdrant for vector storage, Ollama to run Llama 3.1 locally, and Mem0 to manage memory.

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