SMS
Spam Classifier Lab
Modern NLP classification workflow. The original project identity is preserved while production patterns from huggingface/transformers are independently adapted into a Cloudflare ready, offline capable workspace.
NLP Classification Workspace
Explainable browser inference, token evidence, confidence calibration, and batch review inspired by modern Transformer workflows.
Message Input
Prediction
Confidence 91%
Batch Review
Model Card
Demo model: weighted token and phrase classifier for offline use. Production integration should run a reviewed Transformers checkpoint on a secured server or supported browser runtime.
Upstream Integration
Features are adapted independently. The full upstream repository is not copied into the browser runtime.
Selected repository
Modern NLP classification workflow.
Original source retained
The uploaded project archive is included unchanged under developer-source/original-project.zip. This enhanced static application is an additional deployment layer.
Deployment Guide
Upload the ZIP contents directly to Cloudflare Pages. The main file is located at the root and no build command is required for this enhanced shell.
1 | Upload
Create a Direct Upload Pages project and upload all files together.
2 | Refresh
After publishing a new version, close old tabs or clear the previous PWA cache once.
3 | Backend
Features requiring a real database, AI model, image API, or multiplayer server must use a separately deployed secure backend.