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deliverable D9Project 3

Computer-Use Pixel Auditor

Shared consumers: None

What it is

Computer-Use Pixel Auditor (primary). Before high-impact UI actions, capture a fresh screenshot, inspect OCR/visual targets and overlays, compare coordinates with DOM/accessibility metadata where available, and verify that the intended target still matches. Flag suspicious overlays, spoofed controls, stale screenshots, and coordinate drift. Require approval for sensitive actions and record what was observed. This is a detection/verification layer, not a guarantee that every hidden or deceptive element is detected.

Every day that names D9

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