CommuniSense
Built at Gemini 3 Paris Hackathon · Mar 14, 2026

CommuniSense is a community-adaptive moderation layer built on Gemini. Most moderation systems assume language norms are universal. In reality, communities speak differently - different dialects, slang, reclaimed language, and cultural context all affect how messages are interpreted. Current toxicity detectors do not account for that and now people are getting **banned for speaking their dialect**, while harmful language specific to a community goes undetected. CommuniSense uses a Gemini-powered agent to study a community, it's rules and discussions, and infer a moderation profile. Instead of relying on static keyword filters, it predicts how members of that community would react to a message and combines this with broader safety rules. The result is context-aware moderation that understands your community.