# Kawana

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [Kawana Mutanuka](https://cerebralvalley.ai/u/kay_10zm)
- **GitHub:** https://github.com/Kayzm18/Online_child_protection_model
- **Demo video:** https://youtu.be/1O9N_6u-qng
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5331

Child Safety Triage AI is a human-in-the-loop safety system designed to detect online grooming and solicitation in real-time chat while neutralizing adversarial text evasion techniques.

When predatory bad actors attempt to bypass traditional safety filters using obfuscated text (such as leetspeak, spaces, or symbol insertion), our system runs incoming messages through an Evasion-Robustness Normalization Layer before model scoring. This normalizes the text back to standard language, preserving high detection recall (jumped from 0% to 84.6% during testing).

Once potential risk is identified by a fine-tuned open-weights safety classifier, an Audit Explanation Layer (powered by Meta Model API concepts) generates human-readable reasoning and risk indicators. Instead of automated banning, flagged messages are routed to a Human Moderator Review Queue, where moderator decisions feed back into a local database (SQLite) for continuous retraining and regression prevention.

## More from Meta Global AI Developer Hackathon

- [prompt2brand](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5328)
- [AegisLabel-FX](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5329)
- [Nirvaan Labs](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5330)
- [Rex Designs](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5332)
- [Pisgah Health](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5333)
- [Ttaku](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/5334)

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