Ecommerce imaging / System development
Image generation in a production workflow
Led development of image generation tools, batch workflows, and local deployment.
Conceptual workflow illustration · Not a product screenshot
Context
Image generation tools and batch workflows for ecommerce product presentation and visual content.
My role
Led development covering text and image inputs, ControlNet, LoRA, a web interface, desktop tools, and local deployment.
The work
- Designed dynamic prompt templates and used CLIP to improve image and text matching.
- Built interfaces and batch automation around the input to output workflow.
- Implemented offline deployment with scene generation, style transfer, and localized editing.
Transferable lessons
Put model capabilities into a usable process, accounting for inputs, human selection, batch work, and deployment conditions. The workflow is part of the delivery.
Start with one problem
What would you
like AI to change?
Tell me about your business, the current process, and what you want to improve. We can assess whether the next step is worth taking.
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