https://www.adaptiveagents.org/ 2026-06-07T17:53:11+00:00 https://www.adaptiveagents.org/ https://www.adaptiveagents.org/_media/logo.png text/html 2026-05-23T10:07:20+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/compai?rev=1779530840&do=diff Induction and AI " I explore how: pattern recognition relates to computation, its connection to logic through induction and deduction, and why universal pattern recognition defies the simplicity of universal computation." What's the next entry in this list?$$ \text{B123A, A231B, B312A, A123B, } \ldots $$$\text{B231A}$$p$$x$$p$$x$$p$$$ \text{PatternRecognition}(x) = \text{Computation}^{-1}(x). $$$n$$n$ text/html 2026-05-20T10:17:07+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/publications?rev=1779272227&do=diff Publications The :!: denote my favorite or most representative works. Theses [2] Ortega, P.A. :!: A Unified Framework for Resource-Bounded Autonomous Agents Interacting with Unknown Environments PhD Thesis, Dept. of Engineering, University of Cambridge, 2011.$ϵ$ text/html 2026-05-19T13:53:29+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/bounded_rationality_hedging_generalization?rev=1779198809&do=diff Bounded Rationality, Hedging and Generalization Under construction. text/html 2026-05-19T13:52:45+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/posts?rev=1779198765&do=diff Blog & Essays Bounded Rationality, Hedging, and Generalization Universal Artificial Intelligence as Imitation Beyond Alignment: The Case for a Robustness Agenda in AI Safety How to translate third-person into first-person experience? Why does every choice come with an entropy tax? Induction and AI And, Or, and the Two KL-Projections Old Stuff A Summary of Bounded Rationality Thompson Sampling / Bayesian Control Rule Bayesian Control Rule for MDPs Causality, and their measure-theor… text/html 2026-04-09T09:17:10+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/home?rev=1775726230&do=diff Pedro A. Ortega AGI and Cybernetics Researcher [Pedro A. Ortega] About Founder of the AGI startup Daios. Previously I was VP of Research at Kosen Labs and the lead of the Safety Analysis Team at DeepMind. My research focuses on artificial general intelligence and the formal principles of intelligence text/html 2026-04-02T14:14:22+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/bio?rev=1775139262&do=diff CV and Bio Curriculum Vitae Curriculum Vitae [ [PDF]] (updated March 2026) Short Bio Pedro A. Ortega is the founder of Daios AI. Previously he was VP of Research at Kosen Labs, and the lead of the Safety Analysis Team at DeepMind. His research focuses on the formal principles of intelligent systems addressing basic questions in AGI and AGI safety research, including bounded-rational & risk-sensitive planning and causal generalization. His approach lies at the intersection between machine l… text/html 2026-04-02T14:14:09+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=cv-english.pdf&ns=&rev=1775139249&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/lib/images/fileicons/svg/pdf.svg" alt="cv-english.pdf" loading="lazy" width="500" height="500" /> text/html 2026-03-17T10:30:36+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/uiai?rev=1773743436&do=diff Universal Artificial Intelligence as Imitation Pedro A. Ortega Keywords: Solomonoff induction, universal imitation, causal interventions, adaptive control. Technical Report March 2026 Abstract Modern AI often defines agency as reward maximization: specify an objective, then learn to optimize it through interaction. This paper argues for an alternative foundation in which agency is inference: purposeful behavior emerges from learning compact generative explanations of how outcomes depend … text/html 2026-03-17T10:23:32+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=uiai-cf-action.png&ns=&rev=1773743012&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/_media/uiai-cf-action.png?w=500&amp;h=500&amp;tok=47df58" alt="uiai-cf-action.png" loading="lazy" width="500" height="500" /> text/html 2026-03-17T10:23:32+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=uiai-third-party.png&ns=&rev=1773743012&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/_media/uiai-third-party.png?w=500&amp;h=500&amp;tok=0e5955" alt="uiai-third-party.png" loading="lazy" width="500" height="500" /> text/html 2026-03-10T10:44:45+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=universal-ai-as-imitation.pdf&ns=&rev=1773139485&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/lib/images/fileicons/svg/pdf.svg" alt="universal-ai-as-imitation.pdf" loading="lazy" width="500" height="500" /> text/html 2026-03-08T19:38:50+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=universal_ai_imitation_general_audience.pdf&ns=&rev=1772998730&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/lib/images/fileicons/svg/pdf.svg" alt="universal_ai_imitation_general_audience.pdf" loading="lazy" width="500" height="500" /> text/html 2026-03-07T12:19:30+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=uai-imitation.webp&ns=&rev=1772885970&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/_media/uai-imitation.webp?w=500&amp;h=500&amp;tok=a98f3a" alt="uai-imitation.webp" loading="lazy" width="500" height="500" /> text/html 2025-03-30T18:20:24+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=panoption.webp&ns=&rev=1743358824&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/_media/panoption.webp?w=500&amp;h=500&amp;tok=881ca9" alt="panoption.webp" loading="lazy" width="500" height="500" /> text/html 2025-03-30T17:15:52+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=ai-taxonomy.webp&ns=&rev=1743354952&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/_media/ai-taxonomy.webp?w=500&amp;h=500&amp;tok=c807d1" alt="ai-taxonomy.webp" loading="lazy" width="500" height="500" /> text/html 2024-12-09T00:46:27+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=undefined%3Adecision-making-picture.jpg&ns=undefined&rev=1733705187&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/_media/undefined/decision-making-picture.jpg?w=500&amp;h=500&amp;tok=409ee4" alt="decision-making-picture.jpg" loading="lazy" width="500" height="500" /> text/html 2024-12-08T20:45:44+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=choice-events.png&ns=&rev=1733690744&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/_media/choice-events.png?w=500&amp;h=500&amp;tok=8c50e0" alt="choice-events.png" loading="lazy" width="500" height="500" /> text/html 2024-12-08T20:22:57+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=choice-transformation.png&ns=&rev=1733689377&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/_media/choice-transformation.png?w=500&amp;h=500&amp;tok=2cfa97" alt="choice-transformation.png" loading="lazy" width="500" height="500" /> text/html 2024-12-08T20:04:39+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=cost-axioms.png&ns=&rev=1733688279&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/_media/cost-axioms.png?w=500&amp;h=500&amp;tok=c3836d" alt="cost-axioms.png" loading="lazy" width="500" height="500" /> text/html 2024-12-08T15:49:43+00:00 pedroortega (pedroortega@undisclosed.example.com) https://www.adaptiveagents.org/?image=time-progress.png&ns=&rev=1733672983&tab_details=history&media_do=diff&do=media <img src="https://www.adaptiveagents.org/_media/time-progress.png?w=500&amp;h=500&amp;tok=739c43" alt="time-progress.png" loading="lazy" width="500" height="500" />