Dev.to
7/14/2026

Build a Local LLM Chatbot with Ollama and Python
Short summary
A beginner-friendly tutorial for building a local LLM chatbot using Ollama and Python with LangChain. Covers installing Ollama, pulling Llama 3.2, setting up a Python virtual environment, and writing a simple chatbot script with conversation history. The pitch is full offline operation with no API costs or data leaving your machine.
- •Install Ollama, pull llama3.2 model, and verify with ollama run
- •Use langchain-ollama Python package for a clean high-level interface
- •Complete chatbot script with conversation history and memory management included
Generated with AI, which can make mistakes.
Is this a good recommendation for you?



