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How it works

Fairness & anti-gaming

A reputation system is only worth anything if it can’t be cheated. dcRep runs a dedicated anti-gaming engine that watches for the common ways people try to inflate scores and quietly neutralizes them.

We describe what dcRep detects, but not the exact thresholds and timing windows — publishing those would just be a cheat sheet. The detectors are tuned to catch manipulation while leaving normal, enthusiastic participation untouched.

What dcRep watches for

PatternWhat it isWhat happens
Reaction tradingTwo people — or a rotating group of three or more — repeatedly reacting to each other to farm validationThe exchanged reactions lose most of their weight
Endorsement ringsGroups endorsing each other in a closed loopReciprocal endorsements are zeroed; the ring goes on cooldown
Sybil accountsFresh or empty accounts created to boost a targetTheir endorsements carry little to no weight
Spam burstsRapid-fire short messages to fake activityPenalty plus a short cooldown (off-topic channels are exempt)
Content duplicationRe-posting the same or near-identical textDuplicates are damped or penalized
Channel floodingDumping many messages in one channel for creditDiminishing returns on each additional message
Moderator abuseSelf-endorsement or repeatedly boosting the same personBlocked or flagged for review, always logged
Fake-helpful repliesEmpty “answers” in help channels to farm impactMust clear a substance bar to earn help credit

Flags, not silent verdicts

Many detections create a flag rather than an instant punishment. Moderators see flags in a review queue on the dashboard, with the supporting evidence, and confirm or dismiss them. Automatic penalties that are applied immediately (like a spam burst) can still be appealed.

An immutable trail

Every moderator and admin action — endorsements, penalties, config changes, resets — is written to an append-only audit log whose entries can’t be altered after the fact. That keeps the people with power over scores accountable too, and self-dealing (an admin inflating their own score) is structurally blocked.

Appeals

If a member believes a penalty was wrong, /appeal opens a case a moderator reviews. Reversible penalties are undone when an appeal succeeds. The goal is a system that’s strict on manipulation but fair to honest mistakes.