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CREATOR FIELDNOTESEDITION 01   /   NOV 2026
IMAGE + MOTION RESEARCH

NSFW AI
Fieldnotes.

Qwen Pro and Turbo tied across 72 image checks. Five video takes missed their requested length. See the evidence before choosing a model.

Read the image comparison Try the image model
Amber motion-picture film loops around a cinema lens.
PLATE 01Editorial cover · GPT Image
01 / THE TEST DESK

Model comparisons

IMAGE & VIDEO
SFW still from the Qwen image studyIMAGE DESK / 72 CHECKS
Image comparison01

Qwen Image Pro vs Turbo for NSFW edits

Pro and Turbo each fulfilled 18 of 18 NSFW edit requests. See how the blind consistency scores compare and inspect the details in two public edits.

SFW boxing-gym frame from the H3 studyMOTION DESK / 5 FILES
Video comparison02

How long is an NSFW video take?

We counted the frames in five MiniMax H3 HighSpeed and P-Video 2 Pro clips. Requested seconds and delivered seconds diverged in every file.

02 / THE WORKBENCH

From brief to final cut

Field guideReview your first image-to-video takeInspect three frames of a public boxing clip, compare the opening with the source still and decide whether the take fits a four-second cut.Industry noteTwo finished avatar clips, two different outcomesA completed render tells you a file exists. Two P-Video avatar tests show what the status leaves out.ToolboxA review kit for NSFW video filesUse ffprobe to count frames, mpv to inspect a cut and a private scorecard to compare the takes you can actually use.
THE PLAYGROUND

Have a reference frame ready?

Open the image-to-video workspace to add a frame and review your settings.

Open H3 HighSpeed