AGI Strategies

person

Andrew G. Barto

RL co-founder; 2024 Turing Award recipient

UMass Amherst emeritus professor and co-developer of reinforcement learning with Richard Sutton. Co-recipient of the 2024 ACM Turing Award.

current Professor Emeritus, Information & Computer Sciences, UMass Amherst
wikipedia

Profile

expertise

Deep technical

Sustained peer-reviewed contribution to ML, alignment, interpretability, or safety techniques. Could review a frontier paper.

UMass Amherst emeritus. Co-author with Sutton of the standard RL textbook. Turing Award 2024 for foundational RL contributions.

recognition

Field-leading

Widely known inside the AI and AI-safety community. Appears repeatedly in top venues, podcasts, or governance forums. Not a household name to outsiders.

Recognised universally in ML. Less press visibility than Sutton.

vintage

Symbolic era

Career started in the GOFAI / expert-systems / early-rationalist period. Vinge's 1993 Singularity, MIRI founded 2000, Bostrom and Yudkowsky writing.

RL textbook with Sutton 1998; UMass through 2010s. Career anchored in pre-deep-learning RL.

Hand-classified. See the board for the criteria and the full grid.

Strategy positions

Alignment firstmixed

Solve technical alignment before capability thresholds close

On accepting the Turing Award, expressed concern that companies are using RL methods to build powerful AI systems without sufficient regard to safety; framed scaling RL agents in the world as a serious societal risk.

Releasing software to millions of people without safeguards is not engineering. It would never fly in any other engineering field.
articlePioneers of Reinforcement Learning Win the Turing Award· The New York Times· 2025-03· faithful paraphrase

Existential primacyendorses

Extinction/disempowerment risk overrides ordinary cost-benefit

Signatory to the Center for AI Safety's Statement on AI Risk.

“Mitigating the risk of extinction from AI should be a global priority alongside other societal-scale risks such as pandemics and nuclear war.”
articleStatement on AI Risk· Center for AI Safety· 2023-05-30· direct quote

Closest strategy neighbours

by jaccard overlap

Other people whose strategy tags overlap with Andrew G. Barto's. Overlap is on tag identity, not stance; opposites can show up if they reference the same tags.

  • Anca Dragan

    shared 2 · J=1.00

    UC Berkeley professor; Google DeepMind AI safety lead

  • Joseph Carlsmith

    Joseph Carlsmith

    shared 2 · J=1.00

    Open Philanthropy researcher; 'Is Power-Seeking AI an Existential Risk?'

  • Stuart Russell

    Stuart Russell

    shared 2 · J=1.00

    Co-author of the standard AI textbook; leading critic of the 'standard model' of AI

  • Nick Bostrom

    Nick Bostrom

    shared 2 · J=0.67

    Author of Superintelligence; founded Oxford's Future of Humanity Institute

  • Aaron Courville

    shared 1 · J=0.50

    Université de Montréal; Deep Learning textbook co-author

  • Adam Jermyn

    shared 1 · J=0.50

    Anthropic; previously astrophysics

Record last updated 2026-04-25.