An Anthropic economist's paper concluded it is mathematically optimal — using log utility — to accept a 1-in-3 chance of ending all human existence for a 2-in-3 chance of raising living standards by a factor of 55. This is not a philosophy thought experiment; it's a paper from the company building leading AI systems.