## Destination

A fast, single-user, locally hosted web app (`app.py` + vanilla HTML/CSS/JS in `static/index.html`) running on `http://127.0.0.1:8000` where a user can upload a garment photo, choose presets or customize the prompt, submit to OpenRouter's `meta/muse-image`, view side-by-side before/after comparisons, and download the full-resolution restored image.

## Notes

- Domain: Garment photo cleaning, wrinkle removal, catalog photography standardization.
- Skills: `prototype`, `unslop`.
- Notes override: Execution carried into the map tickets.
- Standing preferences: Minimal dependencies (FastAPI + uvicorn + vanilla HTML/CSS/JS without build steps or node_modules).
- Verified facts: `meta/muse-image` avoids false-positive moderation triggers, output capped ~1.8 MP requiring Pillow Lanczos upscale to source dimensions.

## Decisions so far

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## Not yet specified

<!-- see "Fog of war": in-scope fog you can't ticket yet; graduates as the frontier advances -->

- Error handling and recovery UI (rate limit 429, invalid API key 401, timeout, or moderation errors displayed gracefully in the web UI)
- Batch upload or multi-image queue (if single-image workflow demands scaling)

## Out of scope

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- Multi-tenant authentication, user accounts, and remote multi-user session management
- Custom AI model fine-tuning or local GPU model inference
- Cloud storage integrations (AWS S3, Google Cloud Storage)