AI Timelines Shorten Career Planning but Do Not Eliminate Retraining
Ben Todd, co-founder of 80,000 Hours, argues that AI has shortened the useful career-planning horizon but has not made preparation pointless. In a conversation with Nathan Labenz, Todd says people who want to improve the odds that AI benefits humanity should choose paths by problem importance, neglectedness, solvability and personal fit, with priority on loss of control, concentrated power and engineered pandemics. His case is broader than joining frontier labs: policy, biosecurity, communications and institution-building may be as important as technical safety research.
The Cognitive Revolution·May 26, 2026·28 min read
