Million-Dollar AI Experiment: Unlimited Tokens Cost More Than Humans, Efficiency Gains Hit Ceiling
dotey · x · 2026-08-11
An experiment with a $1M budget gave a 20-person team unlimited AI tokens. Findings: people got more tired, AI costs exceeded human costs; biggest efficiency gains came from organizations adopting AI from scratch; company structures designed for humans limit gains even with unlimited tokens; outsourcing thinking to AI reduced project detail control.
Related event: $1M Experiment Shows Unlimited AI Tokens Increase Costs and Fatigue(3 posts)→
More from AGI Musings
- AI Safety Researcher Asks: Which Effect Will Make Us Pause Too Late? — DavidSKrueger · 2026-08-11
- AI Raises the Startup Bar: Easier Implementation but Maximum Cognitive Load — edgarpavlovsky · 2026-08-11
- Limit Autonomous Compute, Not Training Compute, for AI Safety — jachiam0 · 2026-08-11
- AGI to Run the Economy by 2035? A Sci-Fi Take on Superintelligence and Resource Skimming — jachiam0 · 2026-08-11
- 2026 AI Trends: Open-Weight Models to Multiply, Chinese Models to Lead Token Usage — jeff_weinstein · 2026-08-11
- AI Safety Expert Self-Deprecates: 'I've Been That Guy for 15 Years' — S_OhEigeartaigh · 2026-08-11