Anti-Abuse
AI topic detection, quality signals, and rate limits
A layered moderation system: AI topic detection flags off-topic posts, quality signals rate depth, duplicate grouping, and rate limits prevent spam.
Built for the way research actually happens
The Lounge is moderated by a layered system that keeps signal high without manual overhead. An AI topic detector classifies every post the moment it is submitted — off-topic posts in a community are flagged for moderator review. The detector never deletes content; it only surfaces signals.
Quality signals rate the depth and originality of each post and feed back into feed ranking — high-quality posts reach more readers, low-quality posts stay in their community. Duplicate and near-duplicate posts are grouped so the reader sees one canonical version. Rate limits prevent spam without blocking legitimate engagement.
Three steps from idea to outcome
Post is submitted
The AI topic detector classifies it instantly and the quality signal is computed.
Signals are surfaced
Off-topic posts are flagged for moderator review. Duplicates are grouped.
Moderator decides
A human moderator reviews flagged posts. Nothing is removed automatically.
Benefits that compound
- AI topic detection flags off-topic posts for review
- Quality signals rate depth and originality
- Duplicate and near-duplicate posts are grouped
- Rate limits prevent spam without blocking real engagement
Goes well with
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