02 / EVOLUTION70+ YEARS / 08 SIGNALS

First, an idea.
Then, an era.

A short history of machines learning to recognize, predict, generate, and surprise.

MOVE THROUGH TIME
PAST
PRESENT
1950
01
idea

The question

Alan Turing reframes “Can machines think?” as an observable imitation game.

SOURCE
1956
02
origin

A field gets its name

The Dartmouth summer workshop establishes artificial intelligence as a shared research project.

SOURCE
1997
03
milestone

The machine wins

IBM Deep Blue defeats world chess champion Garry Kasparov in a six-game match.

SOURCE
2012
04
breakthrough

Learning to see

AlexNet demonstrates the power of deep convolutional networks on large-scale image recognition.

SOURCE
2016
05
surprise

Move 37

AlphaGo’s unexpected play against Lee Sedol becomes a symbol of machine-discovered strategy.

SOURCE
2017
06
architecture

Attention changes the architecture

The Transformer replaces recurrence with attention and unlocks a new scale of language learning.

SOURCE
2022
07
culture

The interface becomes language

Generative models move from laboratories into everyday creative and knowledge work.

SOURCE
NOW
08
choice

Intelligence becomes a medium

The central question shifts from what machines can produce to what people choose to do with them.

SOURCE
0108
THE UNFINISHED CHAPTER

History stops here. Choice begins.

Progress is not a force of nature. Every dataset, objective, interface, and safeguard is a decision someone made.

OPEN THE PLAYGROUND