We dissect Andrej Karpathy's project that uses a modern LLM to retrospectively judge the foresight in 930 December 2015 Hacker News discussions. From the six-section prompt to bias mitigation, learn how the system assigns A-to-F grades, spot standout predictions, and discuss what this approach implies for future knowledge synthesis and AI-driven forecasting.

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