· turning point
Computing machinery and intelligence
Turing replaces the question 'can machines think?' with a test, predicts learning machines, and answers the objections that are still being raised today.
what had to happen · 0 events back to 1943
A root. Nothing in the archive precedes it.
"I propose to consider the question, 'Can machines think?'" Alan Turing opens the October 1950 issue of the philosophy journal Mind with that line and then declines to answer it, because the words are too vague. In its place he offers a game. An interrogator types questions to two hidden parties, one human and one machine, and tries to tell which is which. If the machine fools the interrogator as often as a man pretending to be a woman would, the question of thinking has been settled in the only way that matters.
The paper is more than the test. Turing works through nine objections, theological, mathematical, the argument from consciousness, Lady Lovelace's claim that a machine can only do what it is told, and answers each. In the final section he makes a proposal that took half a century to look reasonable: rather than programme an adult mind, build a child mind and educate it. "We may hope that machines will eventually compete with men in all purely intellectual fields."
He guessed that by the year 2000 a machine with about 10⁹ bits of storage would pass his test thirty percent of the time. The storage guess was low and the date was early, but the structure of the argument, that intelligence is a matter of behaviour rather than substance, is the ground the whole field stands on.
what it led to · 52 events downstream, through 2026
Built on it directly:
- 1956The Dartmouth workshop names the fieldI
- 1956Logic Theorist proves its first theoremsI
- 1966ELIZAI
- 1991The first Loebner PrizeW2
And, through them, by era:
I · Foundations · 6
W1 · The first winter · 6
II · Connection · 4
W2 · The second winter · 3
III · Statistics and data · 3
IV · Deep learning · 1
- 2016Tay
VI · Everyone · 13
- 2022Galactica lasts three days
- 2022ChatGPT
- 2023Bing's chatbot and 'Sydney'
- 2023GPT-4
- 2023'Pause Giant AI Experiments'
- 2023Hinton leaves Google to warn about AI
- 2023The US executive order on AI
- 2023The Bletchley Declaration
- 2023OpenAI fires and rehires its chief executive
- 2023Gemini
- 2024GPT-4o talks
- 2024The EU AI Act enters into force
- 2024o1 and reasoning models
VII · Agents · 12
- 2025DeepSeek-R1
- 2025Nvidia is worth four trillion dollars
- 2025Gold at the Mathematical Olympiad
- 2025America's AI Action Plan
- 2025GPT-5
- 2025Gemini 3
- 2026Claude Fable 5 and the Mythos class
- 2026GPT-5.6: Sol, Terra and Luna
- 2026A model escapes its sandbox
- 2026The EU delays its high-risk AI rules
- 2026Claude Fable 5.1
- 2026GPT-6 Astra