MiniPlay @MiniPlayStudio

MiniPlay is a gamified cognition platform built as a mini-app for the MiniPay wallet. Enhance your speed, logic, memory, focus, & social through fun mini-games. miniplay.studio MiniPay Joined January 2025

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MiniPlay @MiniPlayStudio

3 weeks ago

The model self-trains. AUC went 0.975 → 0.9944 across generations without rewriting the feature set. Near-perfect separation. Engagement beats identity.

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MiniPlay @MiniPlayStudio

3 weeks ago

Gen 1–3: 4 separate detectors, each calling quarantine directly. No coordination. Race conditions. False-positive risk at every path. Gen 4: detectors stamp a dirty flag only. One unified verdict engine reads the recomputed score and applies all policy gates exactly once. One write path. Auditable. Reversible.

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MiniPlay @MiniPlayStudio

3 weeks ago

Gen 4 of MiniPlay's anti-sybil/bot model has been training on ~40M games played. KS separation: 0.982. Claim-gate precision: 98.4%. Recall: 92.8%. 310K+ accounts scored continuously. Here's a bit more of its progress 🧵

MiniPlay @MiniPlayStudio

4 weeks ago

Big update on MiniPlay's Fair Play system. What started as bot/sybil detection for a crypto gaming platform is quietly becoming something much bigger. Here's the evolution 🧵

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Daniel Mworia @DanMworia43748

3 weeks ago

Training my brain on @MiniPlayStudio and hit level 2! Join with code CTWJFJUM for bonus XP. miniplay.studio #playonminipay #miniplay

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MiniPlay @MiniPlayStudio

4 weeks ago

The detection stack — four layers, self-improving, built on real production data from one of the hardest bot environments out there — is becoming its own thing. If you're building something that needs to know it's talking to a human, we're working on making this available. More soon.

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MiniPlay @MiniPlayStudio

4 weeks ago

This isn't a gaming problem. Grants. Airdrops. Waitlists. Content monetisation. Any system distributing value to humans faces the same non-human inception — bots, sybil farms, AI-generated personas competing against real people. We just happened to have one of the sharpest training grounds on the planet.

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MiniPlay @MiniPlayStudio

4 weeks ago

Big update on MiniPlay's Fair Play system. What started as bot/sybil detection for a crypto gaming platform is quietly becoming something much bigger. Here's the evolution 🧵

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MiniPlay @MiniPlayStudio

a month ago

If you're building a reward economy onchain, the uncomfortable truth is this: the default composition of your user base will be adversarial until you make it expensive not to be. FairPlay's quick technical breakdown — training pipeline, feature weights, live cohort scores — is at miniplay.studio/fairplay Every reward that doesn't reach a bot reaches a real player. That's the product. Live within @MiniPay 🤝

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MiniPlay @MiniPlayStudio

a month ago

8,692 accounts currently score ≥0.7 on the ML model but haven't triggered any rule-based flag yet. Those are the Gen 4 training labels — accounts the model suspects but the rules haven't caught. The next sweep starts there.

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MiniPlay @MiniPlayStudio

a month ago

Announcing FairPlay — MiniPlay's ML-powered integrity system, now live in production. A logistic regression model trained on 281,036 real accounts. Test AUC 0.971. Active at every reward claim. Here's what it does, how we built it, and what it found. 🧵

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MiniPlay @MiniPlayStudio

3 months ago

cc @minipay @Celo

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MiniPlay @MiniPlayStudio

3 months ago

7/ The principle: anti-cheat shouldn't be a black box that swallows real players. Every detector logs its reasoning, every pause is reviewable, and when we get something wrong, we ship the fix the same day. Skill > Volume. That's the game we're running — every day, for every player who actually shows up. PS: this transparent thread with some specific details is intentional… 👀

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MiniPlay @MiniPlayStudio

3 months ago

6/ The second one was sneakier. A quarantine wave would wipe the top-100, then the surviving legit players appeared to "jump 100+ ranks" on the next refresh — and got quarantined too. A cascade. We added a guard: if 50+ accounts got paused in the last hour, the rank-jump rule sits out the next pass.