caid-technologies/parti-vision
Parti-Vision Base by caid-technologies is a fine-tuned Qwen3.5-9B multimodal model designed to generate complete hardware build blueprints from natural language requests, short documents, or concept images. This all-in-one merged model outputs detailed JSON blueprints including parts lists, wiring, build steps, and sourcing information. It specializes in turning hardware ideas into actionable plans for maker/electronics products, offering a unique capability for rapid prototyping and design exploration.
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Parti-Vision Base: Multimodal Hardware Blueprint Generation
Parti-Vision Base, developed by caid-technologies, is a specialized multimodal model built on a fine-tuned Qwen3.5-9B architecture. Its core function is to transform hardware ideas, provided as plain-English requests, short documents, or concept images, into comprehensive JSON build blueprints. This model is unique in its ability to generate an "all-in-one" blueprint, encompassing a parts list, pin-level wiring, ordered build steps, a costed sourcing table, and an appearance specification with an image-generation prompt.
Key Capabilities & Features
- Multimodal Input: Accepts text (plain English requests, Markdown briefs) and vision inputs (sketches, product renders).
- Detailed JSON Output: Produces a single JSON object with 10 specific keys covering project details, requirements, components, circuit, fabrication, instructions, appearance, and sourcing.
- Hardware Design Focus: Optimized for maker/electronics products, turning conceptual ideas into actionable manufacturing plans.
- Enhanced Reliability with
guided_json: Achieves a valid-blueprint rate of ~97% on unseen prompts when used withguided_json(e.g., via vLLM), significantly improving output quality compared to plain decoding. - Merged Model: Provided as a merged 16-bit model, requiring no separate adapter.
Use Cases & Considerations
Parti-Vision is ideal for drafting and exploring hardware design ideas, serving as a powerful tool for rapid prototyping and conceptualization. It's important to note that outputs are early drafts and not a replacement for professional engineering, CAD, or safety reviews. While highly capable, blueprints may contain minor design slips or be cut off if excessively long. The model is primarily trained on English prompts within the maker/electronics domain.