From character
to story.

I build LoRA Pilot, a free and open-source workspace for dataset preparation, LoRA training, and image and video generation. Explore a short film and an MCP ad experiment made with those tools.

Explore the project ↗Review character consistency ↓

A paper plane flying above a coastal landscape

Featured film · About 45 seconds

Let It Fly

A paper plane takes flight through clouds and coastal scenery. A short visual journey made with LoRA Pilot.

Watch the complete 45-second film, then explore the open-source tools behind the project.

Watch Let It Fly on YouTube ↗

A woman in a red jacket in a city scene from the Claude ad compilation

About 90 seconds · MCP experiment

Anyone. Anything. Anywhere.

Three AI ads made by Claude with LoRA Pilot MCP. This compilation shows Claude’s side of the Claude-versus-Codex experiment.

Watch the three ads ↗

A practical viewing exercise

Where does character consistency break?

Try separating identity, motion, and editing when reviewing an AI film. Use these four checks to make feedback specific. The films above are creative showcases; they do not establish a measured improvement in identity preservation.

1. Start with the stillsCompare the reference with a clear frame from each shot. Note changes in facial structure separately from lighting, expression, or camera angle.2. Watch within a shotLook for facial features changing during movement, head turns, or occlusion. Record the timestamp where the change starts.3. Compare across cutsPlace adjacent shots side by side. Does the person still read as the same character after a new pose, location, or lens?4. Watch without soundMute the opening 15 seconds. Can you follow the story through visual details and action alone? Then restore the audio and compare.

For a reproducible comparison, record the model and version, references, prompt, seed where supported, LoRA settings, and generation settings. Change one factor at a time and inspect several outputs.

What fails first in your workflow: the still image, motion within a shot, or continuity across cuts? Share a timestamp and what changed in the Space’s Community tab.

From characterto story.

Let It Fly

Anyone. Anything. Anywhere.

Where does character consistency break?

From character
to story.