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

This article shows how to build a multimodal AI pipeline using yait_aichain's Skill and Model primitives. The pipeline generates text with Claude, turns it into an image, and then analyzes the image with Qwen Vision. To use this pipeline, install yait_aichain and set environment variables for API keys from three providers. The pipeline is implemented in under 55 lines of Python code.