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        <title>bio - [Curriculum Vitae] </title>
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        <description>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 &amp; risk-sensitive planning and causal generalization. His approach lies at the intersection between machine l…</description>
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        <title>publications - [2026] </title>
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        <description>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.$ϵ$</description>
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        <description>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 …</description>
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Full Paper: [ PDF ] -  HTML

Simplified: [General Audience Version]

	&quot; Many AI frameworks define agency as utility maximization: specify a scalar objective, then learn actions that increase it. A different foundation treats agency as imitation$$
-\log P(\textbf{see(o)} \mid \textbf{do(a)}, \textbf{context}).
$$</description>
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