· turning point
GPT-4
OpenAI's fourth model passes the bar exam in the top ten percent, reads images, and ships in ChatGPT the same day; the laboratory discloses nothing about how it was built.
what had to happen · 49 events back to 1943
Every event this one built on, transitively, in order. Direct influences are marked.
00 · One neuron · 1
I · Foundations · 11
- 1948A mathematical theory of communication
- 1949Cells that fire together wire together
- 1950Programming a computer for playing chess
- 1950Computing machinery and intelligence
- 1958The perceptron learns
- 1959Samuel's checkers program coins 'machine learning'
- 1960ADALINE and the least-mean-squares rule
- 1965Moore's law
- 1966ELIZA
- 1969Perceptrons
- 1970Reverse-mode automatic differentiation
W1 · The first winter · 2
II · Connection · 3
W2 · The second winter · 6
III · Statistics and data · 9
IV · Deep learning · 8
V · Transformers · 7
VI · Everyone · 2
- 2022InstructGPTdirect
- 2022ChatGPTdirect
GPT-4 was released on 14 March 2023, three and a half months after ChatGPT, and the gap between it and everything else was the largest the field had seen since AlexNet. It scored in the top ten percent on a simulated bar exam where GPT-3.5 had been in the bottom ten, passed most advanced-placement exams, and could describe a photograph or explain why a picture was funny. Microsoft, which had funded its training, confirmed that Bing had been running it for a month.
The technical report was 100 pages and disclosed neither the model's size nor its data nor its architecture, citing competition and safety. The company founded to be open had become, in its critics' phrase, ClosedAI, and the report's authors defended the choice. A section on the scaling laws showed that the model's final loss had been predicted, before training, from runs a ten-thousandth of its size.
GPT-4 held the top of every leaderboard for over a year, and its release, with Microsoft's Copilot products, Google's Bard and the pause letter within the same fortnight, is the moment the frontier became a race between companies rather than a research field. Later reporting put its training compute at more than 10²⁵ floating-point operations, the threshold the EU AI Act would adopt for systemic risk.
what it led to · 20 events downstream, through 2026
Built on it directly:
- 2023'Pause Giant AI Experiments'VI
- 2023Hinton leaves Google to warn about AIVI
- 2023The US executive order on AIVI
- 2023The Bletchley DeclarationVI
- 2023GeminiVI
- 2024GPT-4o talksVI
- 2024The EU AI Act enters into forceVI
- 2024o1 and reasoning modelsVI
- 2025GPT-5VII
And, through them, by era:
VII · Agents · 11
- 2025DeepSeek-R1
- 2025Nvidia is worth four trillion dollars
- 2025Gold at the Mathematical Olympiad
- 2025America's AI Action Plan
- 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