Stories

HACKCBS 3.0

anonymous peer support — matched by shared worries, with a toxicity gate on every message

fig. 1 — peers matched on shared tags; every message passes a toxicity gatescore-matched · TF.js filter

MATCH · scoring…

burnoutanxietylonelinessfamily

seeker⇄supporter

ANONYMOUS CHAT

01THE PROBLEMsupport, without exposure

People in distress need someone who actually shares their worry — and a guarantee the conversation stays safe and anonymous.

Stories matches users — as a seeker or a supporter — for anonymous, judgment-free conversation, pairing those who share the most concern tags. Real-time chat runs on Socket.IO with room state in Redis; every message passes a toxicity classifier before it reaches the seeker. Built for HackCBS 3.0.

02THE ARCHITECTUREscore-matched · filtered in transit

Matching is score-based — pairing users with the most shared tags. Messaging runs on Socket.IO with room state in Redis; every outgoing message is scored by a TensorFlow.js toxicity classifier and censored before delivery. Repeated reports trigger an IP + email ban via Redis-backed middleware.

TAG

pick your worries

React

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MATCH

highest shared-tag score wins

scoring

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CHAT

real-time, room state in Redis

Socket.IO · Redis

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