Ferit

Most AI applications today rely on a single LLM provider. That works fine until the API goes down, rate limits hit, or your costs spiral out of control. A better approach is to build agents that can orchestrate multiple models and switch between them based on the task at hand.

In this article, I will walk through how I built an AI agent framework that supports OpenAI GPT-4, Ollama local models, Groq ultra-fast inference, and Google Gemini as interchangeable backends.