These pages describe how Spiral should fit into AI/ML research loops: filter metadata first, shape reproducible samples, then materialize only the bytes or tensors a model needs.

Some pages in this section are intentionally directional. When a workflow depends on planned modality packages, the page states that status instead of presenting the workflow as implemented.