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National Pub date: February 19, 2019
document TEXT-001-HOUSE_OVERSIGHT_016804.txt Feb 19, 2019 House Oversight Committee — Epstein Estate Records (Nov 2025)

…ers believe AI safety to be an important issue. I’m delighted to see the first technical AI-safety papers coming out of DeepMind, OpenAI, and Google Brain and the collaborative problem-solving spirit flourishing between the AI-safety research teams in these otherwise very competi...

In computer terms, I started out with a “generative model” that includes abstract
document IMAGES-004-HOUSE_OVERSIGHT_016957.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…ch fell into the doldrums in the ’90s but has recently been revived with powerful “deep-learning” methods like Google’s DeepMind. For example, you can give a deep-learning program a bunch of Internet images labeled “cat,” others labeled “house,” and so on. The program can detect...

five sides, mounted on a ten-foot-wide mirrored base. A variety of viscous and
document IMAGES-004-HOUSE_OVERSIGHT_016981.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…o simulate it.” This modest theoretical goal has inflated over the past sixty-four years and is now expressed by Google DeepMind as an ambition to “Solve intelligence.” Crack the code! But unfortunately, what we hear cracking is not code but small-scale capitalism, the social con...

Re: Mechanisms for learning
email TEXT-001-HOUSE_OVERSIGHT_026406.txt Jul 24, 2016 House Oversight Committee — Epstein Estate Records (Nov 2025)

… that can learn how to play an Atari game without any human supervision or hand-crafted engineering (the feat that gave DeepMind 500M from Google) now just takes about 130 lines of Python code. These models do not have interesting motivational systems, and a relatively simple arc...

five sides, mounted on a ten-foot-wide mirrored base. A variety of viscous and
document IMAGES-003-HOUSE_OVERSIGHT_016398.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…o simulate it.” This modest theoretical goal has inflated over the past sixty-four years and is now expressed by Google DeepMind as an ambition to “Solve intelligence.” Crack the code! But unfortunately, what we hear cracking is not code but small-scale capitalism, the social con...

understood, and everything else is something the universal cortical learning figures out on its own
document IMAGES-008-HOUSE_OVERSIGHT_025958.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

… that can learn how to play an Atari game without any human supervision or hand-crafted engineering (the feat that gave DeepMind 500M from Google) now just takes about 130 lines of Python code. These models do not have interesting motivational systems, and a relatively simple ar...

literally smarter on every level, and because the abilities of the higher levels depend on those of
document IMAGES-008-HOUSE_OVERSIGHT_025964.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

… that can learn how to play an Atari game without any human supervision or hand-crafted engineering (the feat that gave DeepMind 500M from Google) now just takes about 130 lines of Python code. These models do not have interesting motivational systems, and a relatively simple ar...

Re: Mechanisms for learning
email TEXT-001-HOUSE_OVERSIGHT_026413.txt Jul 24, 2016 House Oversight Committee — Epstein Estate Records (Nov 2025)

… that can learn how to play an Atari game without any human supervision or hand-crafted engineering (the feat that gave DeepMind 500M from Google) now just takes about 130 lines of Python code. These models do not have interesting motivational systems, and a relatively simple arc...

Re: Mechanisms for learning
email TEXT-001-HOUSE_OVERSIGHT_026399.txt Jul 23, 2016 House Oversight Committee — Epstein Estate Records (Nov 2025)

… that can learn how to play an Atari game without any human supervision or hand-crafted engineering (the feat that gave DeepMind 500M from Google) now just takes about 130 lines of Python code. These models do not have interesting motivational systems, and a relatively simple arc...

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

… that can learn how to play an Atari game without any human supervision or hand-crafted engineering (the feat that gave DeepMind 500M from Google) now just takes about 130 lines of Python code. These models do not have interesting motivational systems, and a relatively simple arc...

concept of “Pareto-topia”: the idea that AI, if done right, can bring about a future in
document IMAGES-003-HOUSE_OVERSIGHT_016295.txt House Oversight Committee — Epstein Estate Records (Nov 2025)

…rs believe AI safety to be an important issue. I’m delighted to see the first technical Al-safety papers coming out of DeepMind, OpenAI, and Google Brain and the collaborative problem-solving spirit flourishing between the Al-safety research teams in these otherwise very competi...