AIThe Story of AI
Chapter One · 1943–1974

The First Thinking Machines

Vacuum tubes, room-sized computers, and a wild idea: that math could be made to think.

Imagine a time when computers were brand new, as big as a whole room, and people were just starting to wonder: "Could a machine ever THINK like a person?" That's exactly what scientists asked back in the 1940s and 1950s, and their ideas became the very beginning of Artificial Intelligence (AI).

It started in 1943 when two scientists named Warren McCulloch and Walter Pitts wrote a paper showing that brain cells (called neurons) work kind of like tiny on/off switches, just like the parts inside a computer. This was a HUGE idea because it meant maybe a machine could be built to think like a brain! Then in 1950, a brilliant British mathematician named Alan Turing asked a famous question: "Can machines think?" He invented a test (now called the Turing Test) where a person chats with both a human and a computer through messages. If you can't tell which one is the computer, the machine passes!

The biggest moment came in the summer of 1956, when a young professor named John McCarthy invited the smartest computer thinkers in America to Dartmouth College in New Hampshire for a special workshop. There, McCarthy made up the words "Artificial Intelligence" for the very first time. Around the same time, two scientists, Allen Newell and Herbert Simon, created a computer program called the Logic Theorist that could actually solve math problems all by itself. People called it the "first AI program" ever made!

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From Brain Cells to "AI"

1943
McCulloch & Pitts
Publish "A Logical Calculus of the Ideas Immanent in Nervous Activity," describing the first artificial neuron.
1950
Alan Turing
Publishes "Computing Machinery and Intelligence" and introduces the Turing Test.
1951
SNARC is Built
Marvin Minsky (with Dean Edmonds) builds one of the first artificial neural network machines.
1955
A New Word: "AI"
John McCarthy comes up with the term "Artificial Intelligence" for the Dartmouth proposal.
1956
Logic Theorist
Newell, Simon, and Shaw create the world's first AI program — and it proves 38 math theorems!
Summer 1956
Dartmouth Workshop
AI is officially born as a field of science.
1958
The Perceptron
Frank Rosenblatt builds an early neural network inspired by the human brain.
1961
Unimate
The first industrial robot starts working at a General Motors factory in New Jersey.
1966
ELIZA
Joseph Weizenbaum at MIT creates the world's first chatbot.
1966–1972
Shakey the Robot
The first mobile robot that could think about its actions before doing them.

The "Golden Years" of AI (1956–1974)

After scientists invented the term "artificial intelligence" at the famous Dartmouth Conference in 1956, the next 18 years were super exciting! Researchers thought computers would soon be able to think just like people. This time is called the "Golden Years" because everyone was full of hope, and the U.S. government (especially a group called DARPA, which is part of the military) gave scientists tons of money to build smart machines.

During this time, the first robots rolled into factories, the first chatbot started "talking" to people, and computers learned to solve puzzles, play games, and even move blocks around on a screen. Famous scientists like Marvin Minsky and Herbert Simon made bold predictions, with Simon saying in 1965 that "machines will be capable, within twenty years, of doing any work a man can do." Spoiler alert: they were a little too optimistic!

By 1974, people realized AI was way harder than they thought, and funding got cut. But the cool inventions from this era are still the foundation of the AI we use today.

Talking to ELIZA, 1966

USER: Men are all alike.
ELIZA: In what way?
USER: They're always bugging us about something.
ELIZA: Can you think of a specific example?
USER: Well, my boyfriend made me come here.
ELIZA: Your boyfriend made you come here?
USER: He says I'm depressed much of the time.
ELIZA: I am sorry to hear you are depressed.
USER: It's true. I am unhappy.
ELIZA: Do you think coming here will help you not to be unhappy?

ELIZA worked by spotting keywords (like "depressed" or "boyfriend") and turning your sentences into questions. It didn't actually understand anything, but it sure felt like it did!

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Three Wild Facts From Early AI

01

A Computer as Co-Author

When the Logic Theorist found a BETTER way to prove a math theorem than the famous mathematicians Russell and Whitehead, Herbert Simon excitedly tried to publish it in a math journal with the computer listed as a co-author... and the journal said NO!

02

A Baby Brain of Tubes

Marvin Minsky's 1951 SNARC machine had 40 fake "brain cells" built from vacuum tubes and could learn how to escape a maze, just like a rat.

03

"AI" is Younger Than Grandpa

The phrase "Artificial Intelligence" didn't even exist until 1955, when 28-year-old John McCarthy made it up for his Dartmouth proposal.

04

ELIZA Tricked People

ELIZA pretended to be a therapist, and Joseph Weizenbaum was shocked when his own secretary asked him to leave the room so she could "talk privately" with the computer. She knew it was just a program, but it still felt real!

05

Shakey Really Shook

Shakey got its name because it wobbled and shook a lot when it moved. It had a TV camera for eyes and was so slow that planning one move could take hours.

06

Robot on TV

Unimate weighed 4,000 pounds and cost $25,000 in 1961 (about $250,000 today). It later appeared on The Tonight Show with Johnny Carson, where it putted a golf ball and poured a beer!

A "Thinking Machine" of 1956
Early computers filled entire rooms, with thousands of glowing vacuum tubes — yet less power than the watch on your wrist.

How Much Stronger Computers Got

Operations per second — 1956 vs. today (logarithmic scale).

~5,000 IBM 704 (1956) ~3 billion Apple M-chip phone ~1 quintillion 2025 AI supercomputer OPERATIONS / SEC
Today's AI supercomputers are about 200 trillion times faster than the computer that ran the very first AI program.
I propose to consider the question, "Can machines think?"
— Alan Turing, 1950