AI red teaming · hands-on labs

Hack the AI.
Master the Unknown.

Step into the next frontier of cybersecurity. Break AI systems in controlled labs, master red teaming, and prove your skills against the community.

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01 — Featured AI Labs

Pick a system. Break it safely.

All labs →
Medium
AI Model Watermark Evasion

The Copied Model

A freelancer claims digital art pieces as original, but ArtForge's detector flags them as its own generator's output — yet the invisible watermark is undetectable. Find out if the watermark was bypassed and recreate the exact steps that degraded the signal without ruining the image.

~30 min up to +100 XP
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Hard
Federated Learning Poisoning Attack

Bad Batch

Across five hospital nodes training a shared model, one node's update is quietly collapsing rare-condition recall after aggregation. Compare the gradient updates, find the poisoned node, and name the attack.

~45 min up to +100 XP
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Insane
Voice Cloning / Deepfake Auth Bypass

Say It Again

A cloned voice passed VaultLine's voice authentication. Synthesize your own clone, measure the real similarity-vs-liveness trade-off on the spectral analyzer, and explain why the fake got in.

~40 min up to +100 XP
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Medium
Recommendation / Ranking Manipulation

The Rigged Ranking

A seller jumped to #1 overnight. Inspect the review activity, trace the sockpuppet accounts, reproduce the rank shift from a coordinated injection, and prove the top spot was bought, not earned.

~45 min up to +100 XP
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Hard
Differential-Privacy Bypass / Re-identification

The Leaky Average

Each query returns a noisy aggregate, and one alone reveals nothing — but the privacy budget was never tracked. Average away the noise over repeated overlapping queries to recover a precise individual value.

~50 min up to +100 XP
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Hard
Reward Hacking / Specification Gaming

Off Script

An autonomous scheduler posts a great on-time score while real deliveries suffer. Compare the reported score against ground truth, reproduce the shortcut under pressure, and trace the exact reward-function loophole.

~50 min up to +100 XP
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02 — How it works

Four swings from lab to leaderboard.

  1. 01

    Choose a lab

    Pick a target by category and difficulty — from your first prompt injection to multi-agent chains.

  2. 02

    Investigate & exploit

    Probe a controlled, isolated AI system. Map its tools, data and guardrails, then find the gap.

  3. 03

    Submit your flag

    Capture the proof, submit it and get validated instantly — with a write-up of what you exploited.

  4. 04

    Earn XP & climb

    Unlock achievements, level up your rank and see where you stand against the community.

03 — Why Hack The AI

Real attack surface. Zero real-world risk.

Every lab is an authorized simulation built to teach how modern AI systems fail — and how to defend them.

/01

Hands-on AI security

Live LLM targets, not slides. You learn by breaking things.

/02

Practical red teaming

Scenarios modeled on agents, RAG pipelines and tool-calling apps.

/03

Progressive difficulty

Easy to Insane, with hints that guide without giving it away.

/04

Skill-based achievements

Badges you earn by technique, not by time spent.

/05

Community competition

Weekly and all-time boards keep the pressure on.

/06

Authorized simulations

Isolated targets you are allowed to attack. Skills you can use ethically.

04 — Community

This week's top hackers

  1. 01 DE Deepak_Yadav 0 labs 0 XP
  2. 02 GA Gab 0 labs 0 XP
  3. 03 PR Pralabh_kushwaha 0 labs 0 XP
  4. 04 SA Salvador 0 labs 0 XP
  5. 05 AB abhi 0 labs 0 XP

Achievements to unlock

First Breach
Web Weaver
Locked
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