Lists / People
Stuart Russell
"Human Compatible"; provably beneficial AI
Professor of computer science at UC Berkeley and founder of the Centre for Human-Compatible Artificial Intelligence (CHAI). Co-author of 'Artificial Intelligence: A Modern Approach', the field's dominant textbook. His 2019 book 'Human Compatible' proposes replacing fixed-objective AI with assistance games, where machines remain uncertain about human values and defer accordingly.
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Authority scoreEstablished
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Frameworks
Attributed to Stuart Russell
Mental models, principles, and operating frameworks extracted from sources where Stuart is the credited author or speaker.
7frameworks
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AI Tools vs. AI Replacements
Imitation learning builds replacements by construction — tools require a different architectural choice
Innovation·from An AI Expert Warning: 6 People Are Quietly Deciding Humanity's Future!
Intelligence Explosion — The Recursive Self-Improvement Threshold
The AI that can do AI research better than humans triggers a takeoff with no human steering
Strategy·from An AI Expert Warning: 6 People Are Quietly Deciding Humanity's Future!
Proof of Safety Standard
Require AI developers to prove safety the way we require it of nuclear plants and aircraft
Strategy·from An AI Expert Warning: 6 People Are Quietly Deciding Humanity's Future!
The $15 Quadrillion Magnet
Economic gravity makes rational stopping impossible once you're inside the event horizon
Strategy·from An AI Expert Warning: 6 People Are Quietly Deciding Humanity's Future!
The Gorilla Problem
Competence, not consciousness, determines who controls the planet
Strategy·from An AI Expert Warning: 6 People Are Quietly Deciding Humanity's Future!
The Midas Touch Problem
Precisely optimizing a misspecified objective is the catastrophe, not a step toward it
Strategy·from An AI Expert Warning: 6 People Are Quietly Deciding Humanity's Future!
The Private-Public Gap Indicator
When decision-makers privately believe something is catastrophically risky and publicly say it is fine, a Chernobyl-scale event is the resolution mechanism
Leadership·from An AI Expert Warning: 6 People Are Quietly Deciding Humanity's Future!
Domains
Framework distribution
7frameworks
Strategy5 frameworks · 71.4%
Leadership1 framework · 14.3%
Innovation1 framework · 0%
Bibliography
Sources by Stuart Russell
1source
Appears alongside
Top neighbors of Stuart Russell
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01
Aidan Gomez
Cohere co-founder; transformer-builder commentary
1shared list
02Ajeya Cotra
biological-anchors timelines report
1shared list
03Alec Radford
GPT-1/2/CLIP communications
1shared list
04Aleksander Madry
adversarial-robustness framework
1shared list
05Alex Smola
"Dive into Deep Learning" book
1shared list
06Ali Rahimi
"Machine learning is alchemy" NeurIPS test-of-time talk
1shared list
07Allen Downey
"Think Bayes", "Think Stats"
1shared list
08Anca Dragan
assistive-AI / human-robot interaction lectures
1shared list
Last updated
10 May 2026