A monitor showing four website mockups sharing one grid and palette, with the approved design outlined in cyan

Local AI Design Generator

Software & SaaS
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Software & SaaS

Local AI Design Generator

AI image tools produce a different look on every screen. RemSoft.Dev built a private AI system that generates UI concepts from development tasks on local AMD hardware. The workflow first proposes a site grid and visual direction; once approved, they become a project-wide style anchor for every subsequent screen. It processes tasks one by one, generates design variants, stores accepted choices and preserves the same layout, palette and components across pages. The .NET pipeline uses local ONNX image models, human confirm/regenerate steps, fixed seeds and reusable UI-kit generation - and because it takes development tasks as input, it fits the same work-item flow as Dew Flow, our multi-agent development orchestrator.

Generative AIUI/UXLocal AIDesign systems

Key Challenges

Client: RemSoft.Dev platform, used on client projects

Input: Development tasks, one by one

Hardware: Local AMD GPU - private, no cloud

Stack: .NET, local ONNX image models

The project faced several key challenges:

  • Consistency across screens: Generating each screen separately drifts in layout and palette. An approved grid and visual direction become the anchor for every later screen.
  • Keeping designers in control: Confirm and regenerate steps mean nothing is accepted automatically; accepted choices are stored and reused.
  • Private by design: Client tasks never leave the machine - generation runs on local AMD hardware.

Results

  • Project-wide style anchor from one approval
  • Same layout, palette and components on every page
  • Reusable UI-kit generation
  • Runs privately on local hardware

1 approval

sets the grid and visual direction for the whole project.

Every screen

keeps the same layout, palette and components.

100% local

generation on the team's own AMD hardware.

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