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Glossary of Specialized Terms 337
document IMAGES-002-HOUSE_OVERSIGHT_013253.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

Glossary of Specialized Terms 337 MOSES (Meta-Optimizing Semantic Evolutionary Search): An algorithm for proce- dure learning, which in the current implementation learns programs in the Combo language. MOSES is an evolutionary learning system, which differs from typical genetic...

This observation helps clarify my hypothesis that job learning costs no time that
document IMAGES-001-HOUSE_OVERSIGHT_011029.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…d at retirement. But it continues through retirement because imputed pay does. Mill and a few economists before him acknowledged “productive” and “unproductive” consumption. The productive kind was what I call maintenance and invested consumption. Unproductive consumption meant...

scientists are doing science, especially in such data-intensive sciences as sociology and
document IMAGES-004-HOUSE_OVERSIGHT_016830.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

scientists are doing science, especially in such data-intensive sciences as sociology and epidemiology, for which causal models have become a second language. These disciplines view their linguistic transformation as the Causal Revolution. As Harvard social scientist Gary King pu...

Re: Mechanisms for learning
email IMAGES-008-HOUSE_OVERSIGHT_025949.txt Jul 23, 2016 House Oversight Committee — Epstein Estate Records (Nov 2025)

From: Joscha 82h Sent: 7/23/2016 7:02:30 AM To: Jeffrey Epstein [[email protected]] Subject: Re: Mechanisms for learning Importance: — High Some thoughts I meant to send back for a long time: no worry, ifiunderstand correctly you are suggsting there are layers 1 through...

and have the results analyzed by the various stakeholders—trather like elected legislatures
document IMAGES-004-HOUSE_OVERSIGHT_016944.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

and have the results analyzed by the various stakeholders—trather like elected legislatures were originally intended to do. If we have the data that go into and out of each decision, we can easily ask, Is this a fair algorithm? Is this AI doing things that we as humans believe a...

GEOP: Goal Evaluator Operating Procedure (in a GOLEM context)
document IMAGES-002-HOUSE_OVERSIGHT_013242.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

w NO fon A Glossary GB: Global Brain GEOP: Goal Evaluator Operating Procedure (in a GOLEM context) GIS: Geospatial Information System GOLEM: Goal-Oriented LEarning Meta-architecture GP: Genetic Programming HOI: Higher-Order Inference HOPLN: Higher-Order PLN HR: Historical...

What Can’t You Teach? 37
document IMAGES-007-HOUSE_OVERSIGHT_023783.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

What Can’t You Teach? 37 The bottom line here is one of initial belief systems and fundamental personality characteristics, coupled with the notion of truly held goals. You cannot teach someone something that: e does not help them achieve some goal they actually hold e is not...

actually exists, or may not see it at all
document IMAGES-006-HOUSE_OVERSIGHT_021341.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

actually exists, or may not see it at all. This is true of the relative difficulty that people have seeing other minds compared to one’s own, in ways that are sometimes very subtle and surprising. For instance, we tend to evaluate ourselves by consulting our mindful intentions, b...

5.3 An Architecture Diagram for Human-Like General Intelligence 97
document IMAGES-002-HOUSE_OVERSIGHT_013013.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

5.3 An Architecture Diagram for Human-Like General Intelligence 97 One possible negative reaction to the integrative diagram might be to say that it’s a kind of Frankenstein monster diagram, piecing together aspects of different theories in a way that violates the theoretical no...

Re: Mechanisms for learning
email IMAGES-008-HOUSE_OVERSIGHT_026393.txt Jul 23, 2016 House Oversight Committee — Epstein Estate Records (Nov 2025)

From: jeffrey E. [[email protected]] Sent: 7/23/2016 8:41:23 AM To: Joscha Bach a | Subject: Re: Mechanisms for learning Importance: — High gender differenece. unlikely motivational. every cell is different. size is didfferent. . the more radical idea is that brains are t...

reasoning without having to hire a programmer for each problem. Wiener recognized the
document IMAGES-003-HOUSE_OVERSIGHT_016337.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

reasoning without having to hire a programmer for each problem. Wiener recognized the role of feedback in machine learning, but he missed the key role of representation. It’s not possible to store all possible images in a self-driving car, or all possible sounds in a conversation...

biggest difference for yourself and others
document IMAGES-002-HOUSE_OVERSIGHT_013983.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

biggest difference for yourself and others. The Point of It All: Drumroll, Please What man actually needs is not a tensionless state but rather the striving and struggling for a worthwhile goal, a freely chosen task. — VIKTOR E. FRANKL, Holocaust survivor; author of Man’s Sear...

12.9 AGI Ethics As Related to Various Future Scenarios 235
document IMAGES-002-HOUSE_OVERSIGHT_013151.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…e, or both iii. Preserve individual identity and continuity of consciousness, or override it in favor of continuity of knowledge and ease of harmonious integration, or both on a case- by-case basis 2. The degree of danger is mitigated by the long timeline of ascent from mundane...