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Lab Leaks, Black Holes, and Eggs: Epistemic Case Study Competition — LessWrong

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FLF is running a competition to find the best workflows and methodologies for using AI to produce reliable, trustworthy knowledge bases, grounded in real-world cases. We’re open-minded on the types of submissions we receive and on how they address the problem. We’ve set aside approximately $200k for prizes. Winning submissions may receive a prize from $5k-$50k and if submissions warrant, multiple $50k prizes are possible. Winners may be offered opportunities for further funded work. You can express interest right away to receive commentary, information, and updates — whether you’d like to participate or are just interested in the outcomes of the competition. The heights of human epistemic investigation are impressive and valuable, but rare and difficult to reach — see our abridged collection of strong examples.[1] The limiting factor is rarely exquisite insight (though this helps!), and more often diligence, a curious and open mindset, and the time and effort needed to do the thorough

x Lab Leaks, Black Holes, and Eggs: Epistemic Case Study Competition — LessWrong AI for Epistemics / AI for Human Reasoning Epistemic Hygiene AI Practical Rationality World Optimization Frontpage 44 Lab Leaks, Black Holes, and Eggs: Epistemic Case Study Competition by Oliver Sourbut , Josh Jacobson , Future of Life Foundation (FLF) 4th Jun 2026 Linkpost for flf.org 10 min read 6 44 FLF is running a competition to find the best workflows and methodologies for using AI to produce reliable, trustworthy knowledge bases, grounded in real-world cases. We’re open-minded on the types of submissions we

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