moyuan-shop

Use when designing, implementing, or improving ecommerce AI image-generation workflows for product main images, lifestyle scenes, detail-page images, campaign posters, batch variants, task queues, review flows, exports, or generation-state UX. Especially relevant for this project using gpt-image-2, Next.js 16, and FastAPI.

Use when designing ecommerce image-generation UI, prompt templates, visual review rules, platform-ready product images, campaign creatives, detail-page visuals, or quality checks for generated ecommerce images. Focuses on commercial visual standards, trust, product fidelity, and conversion-oriented design.

Use when implementing this project's frontend/backend product UI architecture for ecommerce image generation, especially Next.js 16 frontend pages/components, FastAPI APIs, generation task UX, image galleries, uploads, polling, typed API clients, and integration boundaries.

Use when creating or refining structured prompts, prompt templates, variables, negative constraints, or prompt-building backend logic for ecommerce product image generation with gpt-image-2. Especially for converting product data, assets, image type, visual style, and platform requirements into safe reproducible prompts.