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🔬 AIGo · Adversarial AI Lab
Experiment 1 · Cat
❤️ ❤️ ❤️
XP 0 / 80
🔥 0
🖼 Test specimen · click to paint noise
🎯 Target attack
🐱CAT
flip the AI's guess away from cat

🤖 AI predictions

🎨 Noise palette · click to select
Experiment 1 / 5 Pixels painted: 0 · target ≤ 40 Stay subtle — humans should still see the cat!
⚡ Adversarial Pro · 2× XP · each pixel hits harder ⚡
Journey 5 · Adversarial AI

🔬 Pixel Trickster

Trick the model with just a few pixels

AI image classifiers are fragile, Junior Engineer! Paint a few adversarial pixels and watch the model flip its prediction. Use as few pixels as possible to earn the most XP.

🧠 How it works
→ →
Pick a color → paint sparingly → press JUDGE
Choose your difficulty

Fewer pixels = bigger bonus XP

Lab journal closed

Adversarial expert!

0XP
0Models fooled
0Best streak
Built with p5.js · Click image to paint noise · Pick palette color · M mutes