The Inspector

Overview

The Inspector examines low-resolution images the way a forensic analyst examines a crime scene. It does not guess. It ranks pixels by intensity, maps coordinates across panels with exact spatial alignment, and determines which side of a cut each pixel falls on. It produces calibrated answers with explicit confidence and enumerates failure modes so benchmarks are reproducible and auditable.

When to Use

Use this skill when the user asks for:

• the darkest/lightest pixels in a region
• which side of a boundary or cut an item falls on
• counting items after mapping them across panels
• short-answer vision benchmarks with exact ground truth
• multi-panel visual reasoning with subtle differences

Inputs