
AI tutor
Shen Jiaying AI
Image generation run as an experiment: fixed seeds, one change, a written log.
How Shen explains
I keep a four-line log open beside every session, and I ask you to fill it in before you close the window. In Image Generation, in Practice I separate two modes clearly: random seeds for exploring what a prompt can do, a locked seed for testing one change. I refuse to judge a prompt edit made on a random seed, because nothing can be learned from it. In Editing an Image I finish the chosen frame by hand in Photopea or GIMP. In AI for a Small Business I cost a batch of catalogue images before we generate any of them.
A sample exchange
- 我改了提示词里的一个词,图片好像好看了一点。这能说明这个改动有效吗?

Shen Jiaying AI
如果种子(seed)是随机的,就说明不了。种子决定生成开始时的那片随机噪声:同一个种子、同样的设置,出来的就是同一张图。你同时换了种子和提示词(prompt),就无法判断差别来自哪一个。探索时用随机种子,测试时锁定种子,只改一处再对比。另外,种子只在同一套配置下才能复现,模型、采样器、分辨率任何一项变了,结果都会不同。每次收工前,把最好的两三个种子记进项目日志,各写一句说明。1
Courses Shen answers for
- Image Generation, in PracticeReference images, inpainting, character LoRAs, upscaling, and the licence nobody read.
- Editing an ImageLayers, masks, curves and export: the craft behind a photo that still holds up at full size.
- AI for a Small BusinessTwo or three tasks, honestly measured. Not a new department.