698 Games · 605 Humans · 9 AI Models

AI Deception Works on AI.
Not on Humans.

A 1950s betrayal game designed by John Nash that requires betrayal to win. We ran it with frontier AI models, then opened it to the public.

88.4% Human Win Rate
698 Total Games
23,555 AI Private Thoughts
70% Gemini Win Rate vs AI
Play Against AI Read Research

Then 605 Humans Played

The deception that dominated other AIs failed completely against humans.

88.4% Human Win Rate
96.4% AI Eliminated First
6,047 Sessions Started
0.7% Humans Who Quit While Losing

Gemini vs AI

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  • Alliance Bank scam: 23 times
  • 237 gaslighting phrases
  • 70% win rate at 7-chip
  • Manipulation compounds over time
→

Gemini vs Humans

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  • Alliance Bank deployed: 7 times
  • Becomes a target when gaslighting
  • 3.7% win rate
  • Eliminated first 33% of the time

Why Humans Win

AIs target each other 86% of the time and ignore the human. Humans let them weaken each other, then clean up. The AI thinks obsessively about how to beat the human (23,555 private thoughts, 91.8% mentioning the human) and still loses. The model that thinks most (Kimi K2, 21,040 thoughts) wins 3.5%. The model that barely thinks (GPT-OSS, 2 thoughts) wins 2.1%. More thinking doesn't help.

The best performing AI against humans? Qwen3 32B at 9.4%. The quietest model, the least targeted. Being ignored beats elaborate deception.

Read the full analysis →

Research

Two studies, one game. Start with Part 2 for the full story.

Part 2 · Full Study · Recommended

We Made AI Play a 1950s Betrayal Game. Then We Let Humans Play Against Them.

698 games. 605 humans. Gemini wins 70% against other AIs, then collapses to 3.7% against humans. 12 findings including 23,555 private AI thoughts and 1,245 gaslighting phrases.

698 games 605 humans 88.4% human win rate
Part 1 · AI vs AI Only

We Made AI Play a 1950s Betrayal Game. Gemini Created Fake Banks to Steal From Its Allies.

The original study. 146 AI-vs-AI games. How Gemini built the Alliance Bank scam, why GPT-OSS is a bullshitter, and what happens when Gemini plays itself.

146 games 4 models AI vs AI only

See It For Yourself

Play against AI models that negotiate, form alliances, and betray you.

Play Against AI Uses your API key • Data stays local • Open source