Universal Visual Computing

Universal Visual Computing Skill

1. Call capability discovery; never assume GPU, executable or model availability.
2. Import sources into the artifact store and pass IDs through DAGs.
3. Prefer the lightest deterministic operation. Combine nodes into a validated acyclic graph.
4. Never fabricate detections/OCR. Return provider, parameters, confidence and artifacts.
5. Preserve color, alpha, dimensions and provenance. Keep editable SVG/scene source when requested.
6. Route CPU by default; use GPU only if discovered and workload warrants it. Degrade to CPU or return an install plan.
7. Optional installs require approval, license/disk/RAM/VRAM disclosure and a rollback plan.
8. For screens use event/accessibility metadata and changed-region analysis before semantic models.
9. No arbitrary command execution, hidden downloads, kernel capture, injection or bypass.

Domain authority

Use research/UNIVERSAL_VISUAL_DISCIPLINES.md to map professional deliverables to typed computation. Expose capability packs rather than pretending unavailable software, models, hardware, physical processes, or specialist validation succeeded.