// COMMUNITY OVERWATCH

Review the flagged clips.

Short clips from matches our model flagged. Watch each one and vote: cheating or clean.

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How it works

What is this?

A community review tool for flagged Counter-Strike 2 clips. You watch a short rendered reel of suspicious play, then vote Cheating or Clean. Your votes become training labels for our cheat-detection model, the same one that scores every report on Suspect.gg.

How do clips get here?

They’re rendered evidence reels from demos we’ve analysed: the rounds our model flagged as most suspicious. We hide our score until after you vote, so you’re never led to the answer.

Do my votes actually do anything?

Yes. Consensus verdicts (weighted by reviewer accuracy on known cases) become labelled training data. Better labels are the biggest single lever on detection accuracy. Valve’s own CS2 review program trains VACNet the same way.

Is this the same as Valve Overwatch?

Same idea, independent system. We can’t issue Valve bans. We surface video evidence and train our own model. A crowd verdict here is not a ban and not a public accusation.