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1.4 The Secret Sauce 3
document IMAGES-002-HOUSE_OVERSIGHT_012919.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

1.4 The Secret Sauce 3 1.3 CogPrime The AGI design presented here has not previously been granted a name independently of its particular software implementations, but for the purposes of this book it needs one, so we’ve christened it CogPrime . This fits with the name “OpenCogP...

1.12 Key Claims of the Book 15
document IMAGES-002-HOUSE_OVERSIGHT_012931.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

1.12 Key Claims of the Book 15 e inter-reflecting networks modeling self and others, reflecting a “mirrorhouse” design pattern 10. Given the strengths and weaknesses of current and near-future digital computers, a. A (loosely) neural-symbolic network is a good representation f...

1.6.6 Use heuristic computer science methods
document IMAGES-002-HOUSE_OVERSIGHT_012924.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

8 1 Introduction 1.6.6 Use heuristic computer science methods The computer science field contains a number of abstract formalisms, algorithms and structures that have relevance beyond specific narrow AI applications, yet aren’t necessarily understood as thoroughly as would be r...

possibility that machines threaten a new fascism must be weighed against the vigor of the
document IMAGES-004-HOUSE_OVERSIGHT_016882.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

possibility that machines threaten a new fascism must be weighed against the vigor of the liberal ideas, institutions, and norms that Wiener championed throughout the book. The flaw in today’s dystopian prophecies is that they disregard the existence of these norms and institutio...

110 Are the Androids Dreaming Yet?
document IMAGES-003-HOUSE_OVERSIGHT_015800.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

110 Are the Androids Dreaming Yet? Frogs Eyes are Very Sensitive The processing power of the eye is staggering. The human retina has about 120 million rods and 7 million cones, giving it an average resolution of 10,000 by 10,000 pixels. Each rod is sensitive to individual photo...

“The human mind tends to look
document IMAGES-003-HOUSE_OVERSIGHT_015747.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

Understanding 57 “The human mind tends to look for clear linear relationships, we like solutions that are close to the problem in time and space and make sense when we think about it quickly, unfortunately, those simple solutions are usually wrong and come from acting on a compl...

My model is the same as Ben-Porath’s from birth to independence. All consumption
document IMAGES-001-HOUSE_OVERSIGHT_010964.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

My model is the same as Ben-Porath’s from birth to independence. All consumption and all work are invested, for modeling purposes, until schooling ends at full-time job entry. I model this transition at age 20. Pay, realized work, human depreciation and pure consumption all begin...

might sound like a risk, human understanding comes with its own limits; engineering
document IMAGES-004-HOUSE_OVERSIGHT_016921.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

might sound like a risk, human understanding comes with its own limits; engineering design is littered with what appeared to be good insights that have had bad consequences. Declarative design rests on all the advances in AI, plus the improving fidelity of simulations to virtuall...

possibility that machines threaten a new fascism must be weighed against the vigor of the
document IMAGES-003-HOUSE_OVERSIGHT_016299.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

possibility that machines threaten a new fascism must be weighed against the vigor of the liberal ideas, institutions, and norms that Wiener championed throughout the book. The flaw in today’s dystopian prophecies is that they disregard the existence of these norms and institutio...

17.2 Measuring Incremental Progress Toward Human-Level AGI 311
document IMAGES-002-HOUSE_OVERSIGHT_013227.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

17.2 Measuring Incremental Progress Toward Human-Level AGI 311 — Example task: Ask the robot about events that occurred at times when it got partic- ularly much, or particularly little, reward for its actions; it should be able to answer simple questions about these, with signif...

violence, like the scale of the industry that produced it, defied anything even the
document IMAGES-004-HOUSE_OVERSIGHT_018273.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

violence, like the scale of the industry that produced it, defied anything even the wisest minds could foresee. Eventually the entire world was pulled into the fire. “In the autumn of 1919, in which I write, we are at the dead season of our fortunes,” the economist John Maynard K...

reading “pay less prior claims on pay equals earned pay equals gross realized work
document IMAGES-001-HOUSE_OVERSIGHT_011139.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

reading “pay less prior claims on pay equals earned pay equals gross realized work equals realized work plus realized (recovered) human depreciation”. Prior claims means outflow (transfer out), from sources other than the direct receiver of revenue, which are recovered in it an...

National Wealth Including Human Capital
document IMAGES-001-HOUSE_OVERSIGHT_011111.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

National Wealth Including Human Capital By definition, pure consumption rate is pure consumption divided by total capital. This can be arranged as pure consumption total capital = (8.1) pure consumption rate Next generation theory modeled the pure consumption rate as 3.5% p...