https://adaptiveagents.org/ 2026-06-27T21:44:46+00:00 https://adaptiveagents.org/ https://adaptiveagents.org/_media/logo.png text/html 2026-06-20T13:18:38+00:00 pedroortega (pedroortega@undisclosed.example.com) https://adaptiveagents.org/bmas?rev=1781961518&do=diff Safe AI Should be Bounded and Multi-Agent David Hyland, Daniel Jarne Ornia, Nicholas Bishop, Joel Dyer, Olivia Macmillan-Scott, Tomáš Gaveniak, Ani Calinescu, Michael Wooldridge, Fernando Rosas, Pedro A. Ortega Keywords: AI safety, bounded agency, multi-agent systems, modularity, verification, governance. $H$$H$$X$$Y$$Y$$X$$P_1,\ldots,P_n$$G$$$ P_1 \wedge \cdots \wedge P_n \nRightarrow G. $$ text/html 2026-06-19T15:33:08+00:00 pedroortega (pedroortega@undisclosed.example.com) https://adaptiveagents.org/publications?rev=1781883188&do=diff Publications The :!: denote my favorite or most representative works. Theses [2] Ortega, P.A. :!: A Unified Framework for Resource-Bounded Autonomous Agents Interacting with Unknown Environments PhD Thesis, Dept. of Engineering, University of Cambridge, 2011.$ϵ$ text/html 2026-06-19T15:28:57+00:00 pedroortega (pedroortega@undisclosed.example.com) https://adaptiveagents.org/?image=bmas_position.pdf&ns=&rev=1781882937&tab_details=history&media_do=diff&do=media <img src="https://adaptiveagents.org/lib/images/fileicons/svg/pdf.svg" alt="bmas_position.pdf" loading="lazy" width="500" height="500" /> text/html 2026-06-19T15:24:59+00:00 pedroortega (pedroortega@undisclosed.example.com) https://adaptiveagents.org/posts?rev=1781882699&do=diff Blog & Essays Safe AI should be Bounded and Multi-Agent Bounded Rationality, Hedging, and Generalization Universal Artificial Intelligence as Imitation Beyond Alignment: The Case for a Robustness Agenda in AI Safety How to translate third-person into first-person experience? Why does every choice come with an entropy tax? Induction and AI And, Or, and the Two KL-Projections Old Stuff A Summary of Bounded Rationality Thompson Sampling / Bayesian Control Rule Bayesian Control Rule fo… text/html 2026-05-23T10:07:20+00:00 pedroortega (pedroortega@undisclosed.example.com) https://adaptiveagents.org/compai?rev=1779530840&do=diff Induction and AI " I explore how: pattern recognition relates to computation, its connection to logic through induction and deduction, and why universal pattern recognition defies the simplicity of universal computation." What's the next entry in this list?$$ \text{B123A, A231B, B312A, A123B, } \ldots $$$\text{B231A}$$p$$x$$p$$x$$p$$$ \text{PatternRecognition}(x) = \text{Computation}^{-1}(x). $$$n$$n$ text/html 2026-05-19T13:53:29+00:00 pedroortega (pedroortega@undisclosed.example.com) https://adaptiveagents.org/bounded_rationality_hedging_generalization?rev=1779198809&do=diff Bounded Rationality, Hedging and Generalization Under construction. text/html 2026-04-02T14:14:09+00:00 pedroortega (pedroortega@undisclosed.example.com) https://adaptiveagents.org/?image=cv-english.pdf&ns=&rev=1775139249&tab_details=history&media_do=diff&do=media <img src="https://adaptiveagents.org/lib/images/fileicons/svg/pdf.svg" alt="cv-english.pdf" loading="lazy" width="500" height="500" /> text/html 2026-03-17T10:23:32+00:00 pedroortega (pedroortega@undisclosed.example.com) https://adaptiveagents.org/?image=uiai-cf-action.png&ns=&rev=1773743012&tab_details=history&media_do=diff&do=media <img src="https://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://adaptiveagents.org/?image=uiai-third-party.png&ns=&rev=1773743012&tab_details=history&media_do=diff&do=media <img src="https://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://adaptiveagents.org/?image=universal-ai-as-imitation.pdf&ns=&rev=1773139485&tab_details=history&media_do=diff&do=media <img src="https://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://adaptiveagents.org/?image=universal_ai_imitation_general_audience.pdf&ns=&rev=1772998730&tab_details=history&media_do=diff&do=media <img src="https://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://adaptiveagents.org/?image=uai-imitation.webp&ns=&rev=1772885970&tab_details=history&media_do=diff&do=media <img src="https://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://adaptiveagents.org/?image=panoption.webp&ns=&rev=1743358824&tab_details=history&media_do=diff&do=media <img src="https://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://adaptiveagents.org/?image=ai-taxonomy.webp&ns=&rev=1743354952&tab_details=history&media_do=diff&do=media <img src="https://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://adaptiveagents.org/?image=undefined%3Adecision-making-picture.jpg&ns=undefined&rev=1733705187&tab_details=history&media_do=diff&do=media <img src="https://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://adaptiveagents.org/?image=choice-events.png&ns=&rev=1733690744&tab_details=history&media_do=diff&do=media <img src="https://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://adaptiveagents.org/?image=choice-transformation.png&ns=&rev=1733689377&tab_details=history&media_do=diff&do=media <img src="https://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://adaptiveagents.org/?image=cost-axioms.png&ns=&rev=1733688279&tab_details=history&media_do=diff&do=media <img src="https://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://adaptiveagents.org/?image=time-progress.png&ns=&rev=1733672983&tab_details=history&media_do=diff&do=media <img src="https://adaptiveagents.org/_media/time-progress.png?w=500&amp;h=500&amp;tok=739c43" alt="time-progress.png" loading="lazy" width="500" height="500" /> text/html 2024-10-12T16:35:40+00:00 pedroortega (pedroortega@undisclosed.example.com) https://adaptiveagents.org/?image=induction_and_ai.png&ns=&rev=1728750940&tab_details=history&media_do=diff&do=media <img src="https://adaptiveagents.org/_media/induction_and_ai.png?w=500&amp;h=500&amp;tok=3a9eac" alt="induction_and_ai.png" loading="lazy" width="500" height="500" />