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How AI-assisted culling works

The direction for AI-assisted review: suggestions stay inspectable and reversible.

3 min read Β· Updated recently

AI-assisted is intended to be a review mode, not a full-service auto-culler. Current builds already keep grouped review inspectable: near-duplicates stay visible, and you keep final ratings and flags under your control.

Grouped review keeps near-duplicate context visible while you make the final call.
Grouped review keeps near-duplicate context visible while you make the final call.

What it looks at

  • Sharpness and usable detail signals
  • Faces and eye-state signals where available
  • Near-duplicate grouping
  • Existing ratings, flags, and filters you have already applied

What you get

The design goal is a visible suggestion layer that you can accept, override, or ignore. Your ratings and flags remain the source of truth.


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