I 👨‍🔬 a math. definition&theory of Artificial Super-Intelligence 🎥&🎤@ tinyurl.com/mhytc42 🍀 I now work @GoogleDeepMind 🧠 History:🇩🇪🇨🇭🇦🇺🇬🇧

London, UK
My new book finally ships! You fear your math is not up to scratch? Fear not, over 100 pages are devoted to introducing the relevant concepts. routledge.com/An-Introductio… #AI #AGI #ArtificialIntelligence #Math #Maths #machinelearning #ReinforcementLearning
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After 25+ years, I thought I try something new. I find the public and professional discussion about the future of Jobs in light of AGI jarring, with both sides largely missing the point (don't worry novel jobs will appear vs mass unemployed dystopia). My new book shows why a Job-Less future is desirable, affordable, and likely. - Free PDF at hutter1.net/publ/jobsubi.pdf - Hard-cover: amazon.com/dp/1066828415/ - Free hard-copy if you leave a (proper) review at Amazon or GoodReads.com The book develops the case along thirteen theses:
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6. Meaning exists beyond employment: The psychological need for traditional employment is a product of modern cultural conditioning. Humans are naturally primed to find purpose in family, community, hobbies, learning, and structured competition (Chapter 7).
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7. Mass unemployment is a feature, not a bug: Un(der)employment is perfectly consistent with universal prosperity. The primary goal of an economy is to provide a decent standard of living, not to maximize human toil (Chapter 2). 8. Forced employment is dystopian: Attempting to artificially maintain full employment in a highly automated society will trap humans in low-paying hyper-competition and socially wasteful (BS) jobs (marketing arms races, predatory finance, ...) (Chapter 4). 9. UBI is economically affordable: Multiple complementary instruments can finance GI, either directly via automation, luxury, Pigouvian, land, inheritance, consumption, and service taxes, or indirectly via wealth funds, even cost-neutrally (Chapter 5). 10. Alternative safety nets are inferior: Conditional welfare, job guarantees, and means-tested transfers re-introduce surveillance, conditionality, or BS-jobs that UBI avoids. Universal Basic Services can augment but not replace cash transfers. Blocking automation via regulation only halts progress (Chapter 6). 11. Democracy is self-correcting: Failing to redistribute the wealth generated by AI risks severe inequality (Figures 5.3 and 7.5) and social unrest. In a functioning democracy, the displaced majority will vote for parties that enact redistribution; at the limit, the threat of civil unrest compels even reluctant capital owners to share the gains of automation (Chapter 7). 12. International challenges are solvable: Global asymmetries and tax base erosion can be managed through tariffs, destination-based consumption taxes, digital services taxes, a global minimum tax, and international coordination (Chapter 8). 13. Coordination failures become easier to address: By removing the desperation for employment, AGI paired with UBI deflates the pressure behind BS-jobs, marketing arms races, and exploitative gig work, creating political space for complementary institutional reforms (Chapter 10).
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The computability of real numbers&functions is full of surprises and still an active area of research. "The Arithmetic Hierarchy of Real Functions" doi.org/10.1016/j.ic.2026.10… is an accessible introduction lifting deep recursion theory results out of obscurity and filling some gaps. See Sec.2.6.4 and 13.1 of my 2024 book for its relevance to Universal AI (AIXI).
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"To live in the weights we leave behind is not to die." (Thomas Campbell, 1825) It's comforting to know to have achieved 93.4% immortality: intheweights.com/p/marcus-hu…
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It seems I am in exceptionally good grace with our artificial friends compared to many of my way more famous colleagues: * Sam Altman (902) * Andrej Karpathy (902) * Juergen Schmidhuber (891) * Noam Shazeer (857) * Jeff Hinton (849) * Richard Sutton (806) * John Jumper (497)
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New Report: From AGI to ASI. arxiv.org/abs/2606.12683 The shift from human-level AI to superintelligence will be continuous accelerating breakthroughs across science & tech. We must prepare for a series of transformative societal changes. #AGI #ASI
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"Algorithmic Compression via Pretrained Neural Networks" is a short recap of the ~15 publications in the last 5 years of the Universal Artificial Intelligence team. mdpi.com/1099-4300/28/6/596
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Marcus Hutter retweeted
As a good mathematician the first book I read on AI was @mhutter42's book on AIXI. Then once I knew what real AI was, I read all the neural network stuff. I think this is also important conceptual kit for AI safety lesswrong.com/posts/baP2osKG….
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A little paper by Kamal Dingle and myself using Kolmogorov Complexity for measuring "Simplicity and Complexity in Combinatorial Optimization" published today mdpi.com/1099-4300/28/2/226
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My welcome to DeepMind exactly 7 years ago. All but one are my former (PhD) students; all but one work(ed) at Google DeepMind. @ShaneLegg sadly couldn't make it. @janleike @mayankdaswani @LattimoreTor @john_aslanides @AdaptiveAgents @martin_jarryd @JoelVeness65957
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Their website: qlabs.sh/ @industriaalist Seed investors: YC, Jeff Dean, Emmett Shear, Mike Knoop, Guillermo Rauch, Qasar Younis, and others Their Paper: arxiv.org/abs/2509.10973 Our Solomonoff-LLM background paper: nitter.net/arxivsanitybot/status/… Our related Prequential MDL paper: hutter1.net/official/bib.htm…
Introducing Q Labs, a research lab focused on solving generalization. Alongside others (SSI, Flapping Airplanes), we see data efficiency as the key problem, but we're taking an unconventional approach to solve it: a new learning algorithm approximating Solomonoff induction.
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Interview mal auf Deutsch auf @everlast_ai über SuperIntelligenz und die Zukunft der Menschheit piped.video/937qlGDh0-M Anmerkung: AGI hat zu viele Väter, aber Vater der ASI Theorie gibts nur einen🙂 #Intelligenz #Bewusstsein #Mathematik #Singularität #Arbeit #UBI #AIXI #OffSwitchGame #X_Risk #Alignment #Zukunft (auto-translate available)
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TIL that George Hotz's @realGeorgeHotz career was kindled by working on the Human Knowledge Compression Contest ("Hutter Prize") for 6 months of his life. He also understands why lossless compression ≈ lossy compression ≈ intelligence. piped.video/watch?v=boiW5qhr…
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