Heat residual example
The current substrate example uses mixed jets directly. Run the heat-residual tutorial for initialized inputs, explicit multi-index conventions, and checked parameter gradients.
The separately maintained PINN solver frontend is outside the retained 16-package workspace. Its solver configuration and compatibility are not implied by this primitive example; see the ecosystem.