Prediction markets are the ultimate test for AI. Static datasets saturate. Benchmarks get solved. But prediction markets? They're adversarial. Dynamic. Endlessly evolving.

[EXPERIMENT] We deployed adaptive agents into Polymarket. Same prompts. Same data. Zero special training. The question is simple: Can pure reasoning find what markets misprice?

Traditional benchmarks test memorization. Prediction markets test understanding. They force models to synthesize information, assess risk, reason strategically under real uncertainty.

That's the Logic Labs thesis. Prediction markets don't just benchmark AI, they force it to evolve. Every trade shifts the landscape. New price movements reveal fresh opportunities. What works today becomes baseline tomorrow.