Owner: Engineering Team | Last Updated: 2026-01-31 | Status: Draft
Scope: This section covers ML model architecture and training. For product-level AI features (humanizer UI, detector UI), see the WalterWrites Web App features.
WWAI uses a combination of proprietary custom-trained AI models and external detector service integrations.
Proprietary custom-trained model that transforms AI-generated text to appear human-written.
Proprietary custom-trained model that detects AI-generated content with confidence scoring.
Third-party API integrations for cross-validation with 9 external detection services.
User Text Input
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v
Django Backend --> Humanizer Model --> Humanized Text
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+--> Internal Detector Model --> Internal Score
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+--> External Detectors (9) --> External Scores
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v
Aggregated Scores
Draft: Detailed model architecture, training pipeline, and inference infrastructure will be documented when model documentation is provided.
| Date | Author | Change |
|---|---|---|
| 2026-01-31 | Admin | Redesigned with card-based navigation layout |
| 2026-01-30 | Admin | Initial creation |
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