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Back to The Future: Evaluating AI Agents on Predicting Future Events

Back to The Future: Evaluating AI Agents on Predicting Future Events

7/17/2025

What this post added

This post introduces FutureBench, a new benchmark for evaluating AI agents' ability to predict future events. It details the methodology for generating prediction questions from news and prediction markets, the technical stack used (DeepSeek-V3, Firecrawl, Tavily), and a three-level evaluation framework (framework comparison, tool performance, model capabilities). The post also presents initial results comparing different LLMs (GPT-4.1, Claude3.7, DeepSeek-V3) and analyzes their action patterns and prediction strategies.

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