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net output is gross realized output less depreciation plus proprietary output. Both
document IMAGES-001-HOUSE_OVERSIGHT_011028.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…nking through. It shows that even if slavery were legal and common, its market evidence would neither show the value of human capital nor refute the fact that human capital is inalienable. It is inalienable for the reason, if none other, that our maintenance consumption satisfies...

2.3 Further Characterizations of Humanlike Intelligence 25
document IMAGES-002-HOUSE_OVERSIGHT_012941.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

2.3 Further Characterizations of Humanlike Intelligence 25 psychologists. As part of the AGI Roadmap project, specific tasks were created corresponding to each of the sub-areas in the above list; we will describe some of these tasks in Chapter 17. 2.3.2 Gardner’s Theory of Mult...

powerful room-cleaning robot was a Roomba, which moved around vacuuming at
document IMAGES-004-HOUSE_OVERSIGHT_016824.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

… improvement to predict that “technological progress will become incomprehensively rapid and complicated,” outstripping human capabilities in the not too distant future. Indeed, if one extrapolates the growth of raw computing power—expressed in terms of bits and bit flips—into th...

Glossary of Specialized Terms 333
document IMAGES-002-HOUSE_OVERSIGHT_013249.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…edy, local optimization techniques, including some relatively sophisticated ones that involve *mildly nonlocal” jumps. Human-Level Intelligence: General intelligence that’s ’as smart as’ human general in- telligence, even if in some respects quite unlike human intelligence. An i...

individuals that make up societies. On
document IMAGES-006-HOUSE_OVERSIGHT_021396.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…el). Just how these forces operate—in both directions—is one of the main themes of this book. A recurring theme is the human need for connection. As we have explored this fundamental need, it has become clear that it can be satisfied in part by connections not necessarily to oth...

Nardil, Marplan, Eutony, Parnate and others of a then common family of
document IMAGES-002-HOUSE_OVERSIGHT_013588.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…Eutony, Parnate and others of a then common family of antidepressant drugs. The presence of a DMT-generating enzyme in human brain was particularly exciting because we knew from the work of Harvard botanist, Richard Shultes and others, that DMT and the monoamine oxidase inhibito...

methods he and others developed for the control of missiles, for example, were later put
document IMAGES-003-HOUSE_OVERSIGHT_016240.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…ut current developments in these fields have diverged from his vision, and their future development may well affect the human uses both of human beings and of machines. What Wiener Got Wrong It is exactly in the extension of the cybernetic idea to human beings that Wiener’s con...

processing performed by elementary particles moving around, and there’s no law of
document IMAGES-004-HOUSE_OVERSIGHT_016867.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

… intelligence iceberg; there’s an amazing potential to unlock the full intelligence latent in nature and use it to help humanity flourish—or flounder. Others, including some of the authors in this volume, dismiss the building of an AGI (Artificial General Intelligence—an entity...

13.6 Glocal Memory 261
document IMAGES-002-HOUSE_OVERSIGHT_013177.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…rly all contemporary general-purpose computers. Von Neu- mann computers separate memory from processing, whereas in the human brain there is no such distinction. In fact, it’s arguable that in most cases the brain contains no memory apart from processing: human memories are gener...

account the cost of computation. Real agents need to modulate the amount of time they
document IMAGES-004-HOUSE_OVERSIGHT_016898.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…e can think of them as a rational response to constraints on computation. Developing bounded optimality as a theory of human behavior is an ongoing project that my research group and others are actively pursuing. If these efforts succeed, they will provide us with the most impor...

Esa Origins 7 February 24 — 26, 2017
document IMAGES-003-HOUSE_OVERSIGHT_014708.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…rse Outcomes ARIZONA STATE UNIVERSITY in the past with Chess and Go. Computer systems are initially inferior to their human counterparts but quickly come to dominate the space. The purpose of ACWs means they will be equipped with strategies for replication, persistence, and st...

This is a large, two-part book with an even larger goal: To outline a practical approach to
document IMAGES-002-HOUSE_OVERSIGHT_012903.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…h an even larger goal: To outline a practical approach to engineering software systems with general intelligence at the human level and ultimately beyond. Machines with flexible problem-solving ability, open-ended learning capability, creativity and eventually, their own kind of...

powerful room-cleaning robot was a Roomba, which moved around vacuuming at
document IMAGES-003-HOUSE_OVERSIGHT_016241.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

… improvement to predict that “technological progress will become incomprehensively rapid and complicated,” outstripping human capabilities in the not too distant future. Indeed, if one extrapolates the growth of raw computing power—expressed in terms of bits and bit flips—into th...

Tax cuts can be faster-acting than spending programs because they obviate the
document IMAGES-001-HOUSE_OVERSIGHT_011108.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…ther than spend it as intended. | see it a little differently. Most consumption is maintenance or investment to keep up human capital. We will need that earning power when taxes are restored. Say’s Law Jean Baptiste Say, in writings I haven’t read, argued two centuries ago tha...

Alex “Sandy” Pentland
document IMAGES-004-HOUSE_OVERSIGHT_016938.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

THE HUMAN STRATEGY Alex “Sandy” Pentland Alex “Sandy” Pentland is Toshiba Professor and professor of media arts and sciences, MIT; director of the Human Dynamics and Connection Science labs and the Media Lab Entrepreneurship Program, and the author of Social Physics. In the las...