Building a Multimodal AI Pipeline: Text Image Text Across Three Providers

Three providers, three modalities, under 55 lines of Python — and a PNG file on disk at the end. Claude writes a sunset description, an image generation model paints it, and Qwen Vision analyzes the result. Each model does one thing well; the script wires them together. This article walks through bu