Adhil Roshan

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UI Forge

ML Engineer & Developer/2024
UI Forge
UI Forge — UI Forge accelerates the design-to-code workflow by using a custom LLM to translate creative intent into functional, styled UI components instantly. — UI Forge — UI Forge accelerates the design-to-code workflow by using a custom LLM to translate creative intent into functional, styled UI components instantly. —

Stack

[ Mistral 7B ][ Python ][ LoRA ][ React ][ Tailwind CSS ]

Outputs

  • Fine-tuned Model Weights
  • Inference API
  • Component Generation Pipeline
← Index
UI Forge accelerates the design-to-code workflow by using a custom LLM to translate creative intent into functional, styled UI components instantly.
01

The Challenge

Generic LLMs often struggle with specific design system constraints and nuanced UI patterns, requiring heavy manual cleanup.

02

The Approach

Finetuned Mistral 7B on a curated dataset of high-quality React/Tailwind components. The model was optimized to understand layout intent and accessibility standards, delivering copy-paste ready code.

↗

The Impact

Reduces the friction between idea and implementation, allowing designers and developers to iterate on UI concepts at the speed of thought.

Specialized model outperforms generic LLMs on component syntax
Streamlines prototyping by generating code that adheres to design system rules
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