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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...

Re: Mechanisms for learning
email TEXT-001-HOUSE_OVERSIGHT_025954.txt Jul 23, 2016 House Oversight Committee — Epstein Estate Records (Nov 2025)

…otivational, every cell is different. size is didfferent. . the more radical idea is that brains are the nucleus of the human" cell: the body the membrane, . the organizm the colletcions and interactions of brains, wisdom of crowds . mirroring. etc. . money used as signals. as is...

The moral component, the cultural component, the element of free will—all make
document IMAGES-003-HOUSE_OVERSIGHT_016309.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…stream of externally imposed rewards and punishments would be poison to such a program, as it is to creative thought in humans. Setting out to create a chess-playing AI is a wonderful thing; setting out to create an AGI that cannot help playing chess would be as immoral as raisin...

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...

twelfth among all the Chinese websites in the United States. Its reporting hews closely
document IMAGES-006-HOUSE_OVERSIGHT_020648.txt Jun 27, 2017 House Oversight Committee — Epstein Estate Records (Nov 2025)

…ovisionNet simply reposted comments from the official website of the Ministry of Foreign Affairs of China attacking the human rights record of the United States.' e Example 2: In March 2017, the US State Department published its 2016 Human Rights Report. SinovisionNet published...

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...

98 5 A Generic Architecture of Human-Like Cognition
document IMAGES-002-HOUSE_OVERSIGHT_013014.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

98 5 A Generic Architecture of Human-Like Cognition HIGH LEVEL MIND ARCHITECTURE META COGNITIVE J Ff —*_ PROCESSES } » SELF/SOCIAL ~ L =-_A ll : | —_ 4 P E R if ee — : A ¢ | ¥ : | ’ C = : DELIBERATIVE < > T — nnn LONG TERM ‘ PROCESSES ; MEMORY I L © ¥ oO I v"% ry a ‘ N...

Esa Origins 7 February 24 — 26, 2017
document IMAGES-001-HOUSE_OVERSIGHT_011295.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...

matter of Constitutional law. Politically I have always supported a women’s right to choose
document IMAGES-004-HOUSE_OVERSIGHT_017400.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

… Politically I have always supported a women’s right to choose abortion, since I do not regard an early term fetus as a human being for purposes of the abortion debate. For me the decision to abort is very much a matter of degree and the women carrying the child should have prima...

Sunday, May14,2017 CHINADAILY
document IMAGES-007-HOUSE_OVERSIGHT_023570.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…cific, with a “Belt and Sea Lane” proposal. The basic elements of it should be trade, loans, investment and respect for human dignity (No deportations. No discrimination). A new trade framework, the active presence of the China-led Asian Infrastructure Investment Bank in Latin Am...

Sunday,May14,2017 CHINADAILY
document TEXT-001-HOUSE_OVERSIGHT_023570.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…cific, with a “Belt and Sea Lane” proposal. The basic elements of it should be trade, loans, investment and respect for human dignity (No deportations. No discrimination). A new trade framework, the active presence of the China-led Asian Infrastructure Investment Bank in Latin Am...

George M. Church is Robert Winthrop Professor of Genetics at Harvard Medical
document IMAGES-004-HOUSE_OVERSIGHT_016969.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

… (with Ed Regis) of Regenesis: How Synthetic Biology Will Reinvent Nature and Ourselves. In 1950, Norbert Wiener’s Zhe Human Use of Human Beings was at the cutting edge of vision and speculation in proclaiming that the machine like the djinnee, which can learn and can make deci...