SkinDeepRESEARCHSteve Seguin

Use case · Related prototype

Point to an app control

Find a button without writing coordinates.

  1. Screenshot + click Save
  2. Locate the target
  3. Return a point
Illustration of the proposed workflow.

An automation tool could locate Save, Search or another requested control in a screenshot. The surrounding application decides whether and when to perform the click.

Where the small model fits

A vision model encodes the screen and instruction. A spatial head selects a region or point directly; a no-target result is needed when the control is absent.

What would need to work

Test held-out applications, ambiguous controls and missing targets. Our recorded model predictions and live text-matching demo are different implementations, and neither establishes reliable end-to-end automation.

Related experiments and evidence