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Node System

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概览

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Key Benefits

• Visual Programming — No code required, drag-and-drop interface
• Chain Operations — Connect multiple AI models in sequence
• Conditional Logic — Use If/Else nodes for dynamic workflows
• Batch Processing — Process hundreds of items with List nodes
• Reusable Templates — Save and share workflows
• Real-Time Preview — See outputs as nodes execute

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Node Categories

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Input Nodes

• Enter text prompts for AI generation
• Supports variables and dynamic text
• Can be connected to multiple processing nodes

• Upload images from device
• Supports drag-and-drop
• Outputs image URL for downstream nodes

• Upload videos for processing
• Used with video-to-video models
• Motion transfer, style transfer

• Upload audio files
• Used with lip sync, AI avatar
• Supports MP3, WAV formats

• Input numeric values
• Used for parameters (strength, duration, etc.)
• Can be used as variables

• Predefined art styles
• Applies style keywords to prompts
• Photographic, Artistic, 3D, etc.

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Processing Nodes

• Generate images with any of 19 image models
• Select model, resolution, aspect ratio
• Connect to Prompt/Style nodes

• Create videos with 28 models
• Text-to-Video or Image-to-Video
• Duration (5-15s), aspect ratio, audio options

• Professional cinema controls
• 12 cinema lenses (spherical/anamorphic)
• Focal length, aperture, 6-axis camera movement

• Transfer motion from reference video
• Apply motion patterns to any image
• Precise motion replication with Kling 2.6

• Enhance image quality
• Recraft Crisp (4x) or Topaz Pro (4x)
• Supports up to 16MP input

• Modify images with Flux Kontext
• Pro (2 credits) or Max (4 credits) modes
• Paint mask to edit specific areas

• Professional background removal
• Clean cutouts for products
• Transparent PNG output

• AI-powered relighting with 18 styles and 7 light directions
• 3D depth-aware cinematic relighting
• Control direction, color, brightness, and quality

• Replace faces in images/videos
• Upload source face
• Seamless blending

• Sync lips to audio
• Upload video + audio
• Natural mouth movements

• Create talking avatars
• Photo + audio → animated video
• Real-time lip sync

• Combine and composite multiple videos
• Layer video elements together
• Professional video compositing

• Apply speed ramp effects (slow-mo, fast-forward, ramp profiles)
• Dynamic speed control for video
• Cinematic speed transitions

• Convert images to 3D models
• GLB, USDZ, FBX export formats
• WebGL preview

• AI chat integration
• Prompt enhancement
• Text transformation

• Translate text between languages
• 100+ languages supported
• Preserves formatting

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Logic & Utility Nodes

• Conditional branching
• Route data based on conditions
• Example: Filter by quality score

• Filter results by criteria
• Remove unwanted outputs
• Score-based filtering

• Combine multiple outputs
• Merge images, videos, or data
• Used for comparisons

• Batch process multiple inputs
• Loop through prompts, images
• Parallel execution

• Resize/crop images
• Change aspect ratio
• Maintain or crop to fit

• Post directly to social media
• Connect social accounts
• Auto-publish workflows

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Building Your First Workflow

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Simple Image Generation

[Prompt Node] → [Model Node] → [Output]

1. Add Prompt Node, enter “A futuristic city”
2. Add Model Node, select FLUX 2 Pro
3. Connect Prompt → Model
4. Click Run Workflow

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Image Generation + Upscaling

[Prompt] → [Model Node] → [Upscale Node] → [Output]

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Multi-Model Comparison

[Prompt] → [Model Node (Flux)] → [Filter]
         → [Model Node (Grok)] → [Filter] → [Merge] → [Output]

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Batch Product Photos

[List Node: 10 products] → [Model Node] → [Remove Background] → [Upscale] → [Bulk Export]

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Video + Face Swap Pipeline

[Prompt] → [Video Generate] → [Face Swap] → [Output]

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Advanced Workflows

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Conditional Quality Control

[Prompt] → [Model Node] → [If/Else: Score > 0.8?]
                           ├─ YES → [Upscale] → [Export]
                           └─ NO → [Retry with different model]

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Multilingual Content Generation

[English Prompt] → [Translate to Spanish] → [Model Node] → [Output ES]
                 → [Translate to French] → [Model Node] → [Output FR]

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A/B Testing Creative

[Base Prompt] → [Style: Photographic] → [Model] → [Filter] → [Merge]
              → [Style: Artistic] → [Model] → [Filter] → [Merge]

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Product Animation Pipeline

[Product Image] → [Remove Background] → [Video Generate] → [Upscale Video] → [Export]

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Node Features

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Variables

Prompt: "A {color} {product} in {environment}"

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Batch Processing

• Multiple prompts (text array)
• Multiple images (URL array)
• Multiple parameters (number array)

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Error Handling

• Retry Logic — Auto-retry failed generations
• Fallback — Use If/Else for backup models
• Skip — Continue workflow even if node fails

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Caching

• Rerunning same input = instant result, no charge
• Clear cache to force re-generation

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Workflow Templates

• E-commerce Product Shots — Remove BG + upscale + variations
• Social Media Content — Generate + resize for all platforms
• Video Ads — Image → Video → Face Swap → Export
• Logo Variations — One prompt → 10 style variations
• Multilingual Posts — Translate + generate localized images

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Keyboard Shortcuts

• N — Open node selector
• Delete — Delete selected node
• Cmd/Ctrl + C — Copy node
• Cmd/Ctrl + V — Paste node
• Cmd/Ctrl + D — Duplicate node
• Cmd/Ctrl + Z — Undo
• Cmd/Ctrl + Shift + Z — Redo
• Cmd/Ctrl + S — Save workflow
• Space + Drag — Pan canvas
• Mouse Wheel — Zoom in/out

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Sharing & Collaboration

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Save Workflows

1. Click Save Workflow
2. Name your workflow
3. Add description and tags

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Share Workflows

1. Click Share
2. Generate shareable link
3. Optional: Publish to Marketplace

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Marketplace

• Sell workflows to other users
• Set credit price per workflow
• Earn from popular templates

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使用场景

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E-commerce

• Bulk product photography
• Seasonal campaign variations
• Localized product shots

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Marketing

• A/B test creative concepts
• Multi-platform content (resize for all socials)
• Campaign asset generation

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Content Creation

• Batch YouTube thumbnails
• Consistent brand assets
• Series/episode artwork

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Development

• API-free workflow automation
• Prototype AI features
• Test model capabilities

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最佳实践

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Optimize for Speed

• Start with low resolution, upscale final outputs
• Use batch processing (List Node) for parallel execution
• Cache results to avoid re-generation

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Optimize for Cost

• Generate at 1K, upscale to 4K (cheaper than direct 4K)
• Use If/Else to only upscale best outputs
• Reuse cached results when iterating

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Organize Workflows

• Name nodes clearly (“Product Image Upload”, not “Image Upload 1”)
• Group related nodes visually
• Add comments with sticky notes

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Debug Workflows

• Enable Debug Mode to see node outputs
• Use Workflow Debug Panel to inspect data flow
• Test nodes individually before chaining

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Limitations

• Max Nodes: 100 nodes per workflow (contact support for limits increase)
• Execution Time: 30 minutes max per workflow run
• Concurrent Runs: 5 workflows can run simultaneously

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API Integration

curl -X POST https://wrldwide.ai/api/workflow/run \
  -H "Authorization: Bearer YOUR_API_KEY" \
  -d '{
    "workflow_id": "YOUR_WORKFLOW_ID",
    "inputs": {
      "prompt": "A futuristic city"
    }
  }'

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下一步