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AI Timeline: from the 1950s to today

Seventy-five years of artificial intelligence in dated milestones: research papers, landmark systems and the laws and policies that followed. Each entry links to its source.

Last reviewed Oct 3, 2026

How to read this timeline. It is a selection of widely documented milestones, not a complete history, and inclusion is not endorsement. Confirmed marks a paper, law or institutional page that states the fact. Reported marks a milestone whose only source here is the company involved, so the claim is its own. Dates are given to the precision the source gives. Sources are numbered at the bottom.

1950s–1970s: Foundations

  1. 1950

    Turing proposes an “imitation game”

    Alan Turing publishes “Computing Machinery and Intelligence” in the journal Mind (59, no. 236, pp. 433–60), asking whether machines can think and proposing a test that later became known as the Turing test.1 Confirmed

  2. Aug 31, 1955

    Dartmouth proposal

    McCarthy, Minsky, Rochester and Shannon date their proposal for a summer 1956 research project at Dartmouth “on Artificial Intelligence.”2 Confirmed

  3. July 1958

    The perceptron

    The U.S. Office of Naval Research unveils Frank Rosenblatt’s perceptron, an early neural-network machine, running on an IBM 704 computer.3 Confirmed

  4. Jan 1966

    ELIZA

    Joseph Weizenbaum describes ELIZA in Communications of the ACM (vol. 9, no. 1), a program for natural-language conversation between a person and a computer.4 Confirmed

  5. July 1972

    The Lighthill Report

    Sir James Lighthill’s survey of artificial-intelligence research, written for the UK Science Research Council, is dated July 1972.5 Confirmed

1980s–2000s: Learning and landmark matches

  1. Oct 9, 1986

    Backpropagation paper

    Rumelhart, Hinton and Williams publish “Learning representations by back-propagating errors” in Nature.6 Confirmed

  2. May 1997

    Deep Blue beats Kasparov

    IBM says its Deep Blue computer defeated world chess champion Garry Kasparov in a match in May 1997.7 Reported

  3. Feb 2011

    Watson wins Jeopardy!

    IBM says its Watson system won the television quiz show Jeopardy! in February 2011.8 Reported

2010s: Deep learning

  1. 2012

    AlexNet at NIPS

    Krizhevsky, Sutskever and Hinton present a deep convolutional neural network for ImageNet classification at NIPS 2012.9 Confirmed

  2. June 2014

    Generative adversarial networks

    Goodfellow and colleagues post “Generative Adversarial Networks” to arXiv.10 Confirmed

  3. March 2016

    AlphaGo beats Lee Sedol

    Google DeepMind says AlphaGo beat Lee Sedol 4–1 in a five-game match in Seoul in March 2016.11 Reported

  4. June 2017

    The transformer

    Vaswani and colleagues post “Attention Is All You Need,” introducing the transformer architecture, to arXiv.12 Confirmed

  5. Oct 2018

    BERT

    Devlin and colleagues at Google post BERT, a pre-trained bidirectional transformer for language understanding, to arXiv.13 Confirmed

  6. 2018 award

    Turing Award for deep learning

    The ACM names Yoshua Bengio, Geoffrey Hinton and Yann LeCun recipients of its 2018 A.M. Turing Award.14 Confirmed

2020–2023: Foundation models reach the public

  1. May 2020

    GPT-3

    OpenAI researchers post “Language Models are Few-Shot Learners,” describing GPT-3 with 175 billion parameters.15 Confirmed

  2. Nov 30, 2020

    AlphaFold at CASP14

    Google DeepMind says its AlphaFold system solved a 50-year-old grand challenge in biology, the protein-structure prediction problem assessed at CASP14.16 Reported

  3. Nov 30, 2022

    ChatGPT

    OpenAI introduces ChatGPT.17 Reported

  4. Mar 14, 2023

    GPT-4

    OpenAI announces GPT-4.18 Reported

  5. Oct 30, 2023

    U.S. Executive Order 14110

    The President signs Executive Order 14110 on the safe, secure and trustworthy development and use of AI. The AI Index 2026 lists a Jan 23, 2025 executive order that rescinded earlier AI directives.19,20 Confirmed

  6. Nov 1–2, 2023

    AI Safety Summit, Bletchley Park

    The UK hosts the AI Safety Summit on Nov 1–2, 2023.21 Confirmed

2024–today: Rules, reasoning models and infrastructure

  1. Aug 1, 2024

    EU AI Act enters into force

    The European Union’s AI Act enters into force; its obligations phase in over several years.22 Confirmed

  2. Oct 2024

    Nobel Prizes recognize AI-related work

    The 2024 Nobel Prize in Physics goes to John Hopfield and Geoffrey Hinton “for foundational discoveries and inventions that enable machine learning with artificial neural networks.” The Chemistry prize goes to David Baker “for computational protein design” and, jointly, to Demis Hassabis and John Jumper “for protein structure prediction.”23,24 Confirmed

  3. Jan 2025

    DeepSeek-R1

    DeepSeek-AI posts the DeepSeek-R1 paper on reasoning via reinforcement learning to arXiv.25 Confirmed

  4. Jan 21, 2025

    Stargate announced

    OpenAI announces the Stargate Project, which it says plans $500 billion of AI infrastructure investment over four years.26 Reported

  5. Jan 2025

    U.S. Executive Order 14179

    Executive Order 14179, “Removing Barriers to American Leadership in Artificial Intelligence,” is signed in the administration’s first days and directs the creation of an AI Action Plan.27 Confirmed

  6. Feb 2, 2025

    EU AI Act: first measures apply

    Prohibited AI practices and AI-literacy obligations begin to apply.22 Confirmed

  7. July 2025

    U.S. AI Action Plan

    The White House publishes America’s AI Action Plan with three pillars: innovation, infrastructure, and international diplomacy and security.27 Confirmed

  8. Aug 2, 2025

    EU rules for general-purpose AI models

    Obligations for providers of general-purpose AI models begin to apply under the EU AI Act.22 Confirmed

  9. Sept 1, 2025

    Japan’s AI Promotion Act fully in force

    Japan’s Act on Promotion of Research and Development and Utilization of AI-Related Technologies takes full effect.28 Confirmed

  10. Dec 11, 2025

    U.S. Executive Order 14365

    Signed Dec 11, 2025, the order sets a policy of a minimally burdensome national policy framework for AI.29 Confirmed

  11. Jan 22, 2026

    South Korea’s AI Basic Act takes effect

    The Ministry of Science and ICT announces the AI Basic Act is in force, with a grace period before penalties.30 Confirmed

  12. June 4, 2026

    Canada launches a national AI strategy

    Prime Minister Carney launches “AI for All.”31 Confirmed

  13. Aug 2, 2026

    EU AI Act: transparency rules and enforcement

    Per the Commission’s timeline, Article 50 transparency obligations and enforcement begin on Aug 2, 2026; later dates follow in Dec 2026, Dec 2027 and Aug 2028.22 Confirmed

Sources for this page

  1. The Turing Test (entry; cites Turing, “Computing Machinery and Intelligence,” Mind 59(236): 433–60, 1950). Stanford Encyclopedia of Philosophy.Reference entry · checked Oct 3, 2026
  2. A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence. J. McCarthy, M. L. Minsky, N. Rochester, C. E. Shannon (hosted by jmc.stanford.edu).Dated Aug 31, 1955 · checked Oct 3, 2026
  3. Professor’s perceptron paved the way for AI – 60 years too soon. Cornell Chronicle.Sept 25, 2019 · checked Oct 3, 2026
  4. ELIZA—A Computer Program for the Study of Natural Language Communication Between Man and Machine. J. Weizenbaum, Communications of the ACM 9(1).Jan 1966 · checked Oct 3, 2026
  5. Artificial Intelligence: A General Survey (the Lighthill Report). Sir James Lighthill, for the UK Science Research Council (hosted by Chilton Computing).Dated July 1972 · checked Oct 3, 2026
  6. Learning representations by back-propagating errors. D. E. Rumelhart, G. E. Hinton, R. J. Williams, Nature 323: 533–536.Published Oct 9, 1986 · checked Oct 3, 2026
  7. Deep Blue. IBM.Company history page · checked Oct 3, 2026
  8. Watson and the Jeopardy! Challenge. IBM.Company history page · checked Oct 3, 2026
  9. ImageNet Classification with Deep Convolutional Neural Networks. A. Krizhevsky, I. Sutskever, G. E. Hinton, NeurIPS (NIPS) 2012.Conference paper, 2012 · checked Oct 3, 2026
  10. Generative Adversarial Networks (arXiv:1406.2661). I. Goodfellow et al..Submitted June 2014 · checked Oct 3, 2026
  11. AlphaGo. Google DeepMind.Company research page · checked Oct 3, 2026
  12. Attention Is All You Need (arXiv:1706.03762). A. Vaswani et al..Submitted June 2017 · checked Oct 3, 2026
  13. BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding (arXiv:1810.04805). J. Devlin et al., Google.Submitted Oct 2018 · checked Oct 3, 2026
  14. A.M. Turing Award, 2018 recipients. Association for Computing Machinery.Award page · checked Oct 3, 2026
  15. Language Models are Few-Shot Learners (arXiv:2005.14165). T. Brown et al., OpenAI.Submitted May 2020 · checked Oct 3, 2026
  16. AlphaFold: a solution to a 50-year-old grand challenge in biology. Google DeepMind.Company blog, Nov 30, 2020 · checked Oct 3, 2026
  17. Introducing ChatGPT. OpenAI.Company announcement, Nov 30, 2022 · checked Oct 3, 2026
  18. GPT-4. OpenAI.Company announcement, Mar 14, 2023 · checked Oct 3, 2026
  19. Executive Order 14110: Safe, Secure, and Trustworthy Development and Use of Artificial Intelligence. Federal Register.Published Nov 1, 2023 · checked Oct 3, 2026
  20. AI Index Report 2026, Chapter 8: Policy and Governance. Stanford Institute for Human-Centered AI.2026 edition · checked Oct 3, 2026
  21. AI Safety Summit 2023. UK Government.Event page · checked Oct 3, 2026
  22. Timeline for the implementation of the EU AI Act. European Commission, AI Act Service Desk.Current page · checked Oct 3, 2026
  23. The Nobel Prize in Physics 2024: press release. The Nobel Prize.Oct 2024 · checked Oct 3, 2026
  24. The Nobel Prize in Chemistry 2024: press release. The Nobel Prize.Oct 2024 · checked Oct 3, 2026
  25. DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning (arXiv:2501.12948). DeepSeek-AI.Submitted Jan 2025 · checked Oct 3, 2026
  26. Announcing The Stargate Project. OpenAI.Company announcement, Jan 21, 2025 · checked Oct 3, 2026
  27. America’s AI Action Plan. The White House.July 2025 · checked Oct 3, 2026
  28. Outline of the Act on Promotion of Research and Development and Utilization of AI-Related Technologies. Cabinet Office, Japan.Act established May 28, 2025 · checked Oct 3, 2026
  29. Executive Order 14365: Ensuring a National Policy Framework for Artificial Intelligence. The White House (Federal Register publication Dec 16, 2025).Signed Dec 11, 2025 · checked Oct 3, 2026
  30. Enforcement of the AI Basic Act (press release). Ministry of Science and ICT, Republic of Korea.Jan 2026 · checked Oct 3, 2026
  31. Prime Minister Carney launches “AI for All”, Canada’s new national AI strategy. Prime Minister of Canada.June 4, 2026 · checked Oct 3, 2026