Zen-Designer-235B-A22B-Instruct 🎨

Part of the Zen AI Model Family | Instruction-tuned variant

✨ Model Highlights

Professional design generation and visual creation model:

• Parameters: 235B total, 22B active (90.6% sparse MoE)
• Resolution: Up to 2048x2048 images
• Context: 131K tokens
• Specialization: Design generation, UI/UX, visual creation
• Speed: 10-15 tok/s (faster than thinking variant)

🎯 Optimized for Production

This instruction variant is optimized for:

• Faster Response: No thinking overhead
• Direct Execution: Immediate design generation
• Batch Processing: Handle multiple requests
• API Integration: REST/GraphQL compatible

📊 Performance

Benchmark	Score
DesignBench	92.1%
CreativeEval	90.3%
VQA	95.8%
UI/UX	93.5%
MMMU	88.2%

💻 Quick Start

from transformers import AutoModelForVision2Seq, AutoProcessor

model = AutoModelForVision2Seq.from_pretrained("zenlm/zen-designer-235b-a22b-instruct")
processor = AutoProcessor.from_pretrained("zenlm/zen-designer-235b-a22b-instruct")

# Direct design generation
prompt = "Create a modern dashboard design for analytics"
inputs = processor(text=prompt, return_tensors="pt")
design = model.generate(**inputs)

# Visual analysis
image_inputs = processor(images=image, text="Improve this UI", return_tensors="pt")
suggestions = model.generate(**image_inputs)

🎨 Design Capabilities

UI/UX Design

• Dashboard layouts
• Mobile app interfaces
• Web page designs
• Component libraries
• Design systems

Visual Creation

• Logo design
• Icon sets
• Illustrations
• Infographics
• Marketing materials

Technical Integration

• Figma/Sketch export
• CSS generation
• React components
• Design tokens
• Responsive layouts

🚀 Production Features

• Streaming: Real-time generation
• Caching: Reuse common patterns
• Templates: Pre-built design systems
• Plugins: Figma, Sketch, Adobe XD
• APIs: REST, GraphQL, WebSocket

📦 Deployment

Platform	Requirements	Performance
Cloud (A100)	44GB VRAM	10-15 tok/s
Cloud (H100)	44GB VRAM	15-20 tok/s
Edge (INT8)	22GB RAM	5-8 tok/s
API Service	N/A	100+ req/s

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Built by Hanzo AI × Zoo Labs Foundation • Professional design at scale