Now, let’s talk about security. When you’re using AI services, you have to be careful to keep things secure. You’ll need to get some API keys from AssemblyAI, OpenAI, and ElevenLabs.

1. Environment Setup: The development process begins with the configuration of a Python environment and the installation of essential libraries such as Ollama, Port audio, Assembly AI, and 11 Labs.