TensorViz is an interactive VS Code extension for exploring 29 PyTorch model architectures without installation or Python required. Users can follow guided learning paths through attention mechanisms, vision models, multimodal systems, and diffusion models, inspecting tensor shapes and component interactions before applying insights to their own projects.