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AI-Powered Illegal Gambling Content Detection2026

Bagi Bagi

An AI-based detection system for Bagi Bagi, a streamer donation platform, that identifies illegal gambling content without relying on fixed keyword lists.

Bagi Bagi

Project Description

Bagi Bagi is a donation platform that lets fans support streamers financially. The problem they faced was illegal gambling content slipping through content moderation. Standard keyword-blocking wasn't catching it because bad actors changed their wording constantly. We built a detection system that reads context and communication patterns instead, using machine learning to recognize gambling-related activity even when the specific words aren't there. It adapts over time rather than requiring manual updates to block lists.

Results & Impact

Content moderation covers nuanced patterns, not just banned keywords
The system adapts to new phrasing without requiring manual rule updates
Platform trust is maintained through more reliable content screening