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Building Your First AI Chatbot: A Step-by-Step Tutorial Using Python and OpenAI
1. Setting Up Your Development Environment
- Install Python 3.8+ and verify with
python --version. - Create a virtual environment to isolate dependencies:
python -m venv chatbot-env. - Choose a code editor (VS Code recommended) and open your project folder.
2. Getting Your OpenAI API Key
- Sign up at platform.openai.com and log in to your account.
- Navigate to API keys section and create a new secret key; copy it immediately.
- Store the key securely as an environment variable (e.g.,
OPENAI_API_KEY).
3. Installing Required Libraries
- Install the OpenAI Python package:
pip install openai. - Install
python-dotenvto load environment variables:pip install python-dotenv. - Optionally install
gradiofor a simple web interface:pip install gradio.
4. Writing the Core Chatbot Code
- Create a
chatbot.pyfile and importopenai,os, anddotenv. - Load the API key from the environment and set up the OpenAI client.
- Write a function that sends a user message to the GPT model and returns the assistant’s reply.
5. Adding Context and Memory
- Maintain a conversation history list of messages (role: user/assistant).
- Pass the full history with each API call to keep context across turns.
- Implement a token limit check to avoid exceeding the model’s context window
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