FIFA World Cup 2026 Becomes a Contamination-Free Benchmark for LLM Forecasting Agents

Claude Opus, GPT-5.5, Gemini 3.1, and Grok all picked the same World Cup winner in 92% of matches — and every one of them lost money betting against the market.