←Back to NewsAI News/Training InfrapaperTraining InfraLlmsResearchers Train AI on Zero Human Data Using Self-Play ProgramsA generator and learner train each other from scratch using programs run on a universal Turing machine, with no human data at all.SourceAlphaSignalPublishedSep 24, 2026, 4:23 PMAuthorAlphaSignal NewsroomRead1 min readA generator and learner train each other from scratch using programs run on a universal Turing machine, with no human data at all.Reporting is indexed from AlphaSignal. Rights remain with the original publisher and cited sources.Read original report ↗Next readsMagic · newsMagic Matches DeepSeek V4 Pro Base Using 50x Less ComputeAlphaSignal · paperTsinghua's SMELT Cuts AI Training Costs 18% by Looping Layers TwiceHark · newsFigure AI's Brett Adcock Bets Gigawatt NVIDIA Deal on Hark Handoff
