History of AI

What was the memex, and why does Vannevar Bush's 1945 essay still matter?

· By Robert Scales · 5 min read

Short answer

The memex was an imaginary desk-sized machine, described by the American engineer Vannevar Bush in "As We May Think" (The Atlantic Monthly, July 1945), that would store a person's books, notes and letters on microfilm and let them tie any two items together into named "trails". It never got built, but its central idea, finding information by association instead of by a rigid index, runs through hypertext, the Web and today's search tools.

In July 1945, as the Second World War was ending, the engineer who had run the American scientific war effort asked a peaceful question: once the fighting stops, how do we keep up with everything we know? Vannevar Bush's answer, an essay called "As We May Think", described a personal machine he named the memex. It was never built. Yet the problem it tackled, too much information and clumsy ways to find it, is the same one behind web links, search engines and the language models in the news this year.

Reading the essay today is a useful exercise. It shows that the hard part of working with knowledge is not storing it but finding the right piece at the right moment, and that idea matters to anyone who uses AI tools to look things up.

Who was Vannevar Bush, and what did he publish?

Bush was an American engineer who directed the Office of Scientific Research and Development during the war. The magazine's introduction notes that he coordinated roughly six thousand scientists working on military problems. In the essay he asks those scientists to turn to a new task: making the huge and growing record of human knowledge easier to reach.

"As We May Think" appeared in the July 1945 issue of The Atlantic Monthly. It reworked an earlier text Bush had written in 1939, "Mechanization and the Record". A shorter version ran in Life magazine on September 10, 1945, with drawings of the imagined machines.

Bush starts with a complaint any student will recognize. Research is piling up faster than anyone can read it, and important results get lost. He points to Gregor Mendel, whose work on heredity went unnoticed for a generation because the right people never saw it.

How was the memex supposed to work?

Bush described the memex as an ordinary-looking desk. On top were slanted screens for reading, a keyboard, and buttons and levers. Inside sat the library itself, stored on very small microfilm, so compact that a person could add thousands of pages a day for a lifetime without filling it. Books and magazines would be bought on microfilm, and a glass plate on the desk would photograph your own handwritten notes and add them to the collection.

So far that is a fast, private filing cabinet. The new part was what Bush called associative indexing: any item could be made to call up another item instantly. You put two pages side by side, press a key, and they are joined for good. Join many items and you get a trail, which you can name, replay, extend with your own comments, branch into side trails and even copy for a friend.

His own example follows a researcher studying why the short Turkish bow seemed to outperform the English longbow during the Crusades. The researcher links an encyclopedia entry to a history book, then branches off into textbooks on how materials stretch, then adds a page of personal notes. When the topic comes up again in conversation, the whole trail returns with a touch.

Why did Bush think association beats an index?

Libraries of the 1940s filed things by alphabet or by subject codes. An item lived in one place, and to find a second item you had to leave and start again from the top. Bush argued that the human mind works differently: one thought leads straight to a related one along a web of connections. A machine could not copy the brain, he wrote, but it could borrow that habit and, unlike memory, never let the trails fade.

Here is the contrast in a small table:

TaskCard catalog (1945)Memex trail
Find a bookLook up its subject codeTap the item's code
Find a related ideaLeave and search againPress the button on the link
Keep your reasoningSeparate notebookNotes stored inside the trail
Share what you foundWrite a reading listCopy the trail to a friend's memex

Bush also predicted new kinds of encyclopedias that would come with trails already built in, and a new job for "trail blazers", people who enjoy making useful paths through the record for others.

What came out of the essay?

The memex itself stayed on paper; microfilm and levers were never the right tools. But the idea traveled. The engineer Douglas Engelbart read the essay soon after it appeared, and his later work on interactive computing, including the mouse and on-screen links, grew from that vision. Writers on hypertext, the name for text joined by clickable links, have treated Bush as a founding figure, and the World Wide Web turned "tie two items together" into the everyday link.

The essay also explains a lot about today's AI. A modern language model such as GPT-2, shown by OpenAI in February, learns patterns of association from huge amounts of text. That is not a memex: it keeps no exact copy of each page and cannot show you the trail it followed. That gap, between a machine that associates and a record you can check, is exactly what Bush cared about.

Try it: Pick a question you are curious about and build a five-step trail: open a first page, then follow only links that answer "what does this connect to?" Paste each address into a document with one sentence on why you followed it. Read the trail back a week later and see what you would have forgotten.

How close are today's computers to the memex?

In some ways we passed it long ago. A laptop holds far more than a memex desk, search engines reach billions of pages, and a hyperlink is Bush's "press a key and the items are joined", available to anyone who writes a web page. Online encyclopedias with links running through every article look a lot like the ready-made trails he imagined.

In other ways we are not there yet. Most links are made by the author of a page, not by the reader, and the paths you take while researching usually vanish when you close the browser. Bush wanted every reader to build, keep, annotate and share their own trails. Note-taking tools that link your own pages to each other come closer. The memex test for any of these tools is simple: can you see where an answer came from, and can you follow the trail again tomorrow?

Sources

  1. As We May Think — The Atlantic Monthly, July 1, 1945
  2. As We May Think — Wikipedia

Get the free Guide to Artificial Intelligence

Sign up for the weekly newsletter and receive the free guide: what changed in AI this week, one lesson, one prompt to try. Unsubscribe in one click.

How we handle your address

Back to top

Display

Your choices are saved in this browser only. No data is sent.

Text size
100%
Colours
Reading
More settings
Accessibility statement

Get the app

Add the guide to your home screen. It opens like an app, and the pages you have read stay available offline.

iPhone and iPad (Safari, Chrome, Edge)

  1. Tap the Share button (the square with an arrow). In Chrome and Edge, it is in the address bar or the menu.
  2. Choose “Add to Home Screen”.
  3. Tap “Add”.

Android (Chrome, Edge, Samsung Internet, Firefox)

  1. Open the browser menu (⋮ or ☰).
  2. Choose “Install app” or “Add to Home screen”.
  3. Confirm with “Install”.

Computer (Chrome, Edge)

  1. Click the install icon at the right end of the address bar, or open the browser menu (⋮ or …).
  2. In Chrome, choose “Cast, save and share”, then “Install page as app”. In Edge, choose “Apps”, then “Install this site as an app”.
  3. Click “Install”.

Mac (Safari)

  1. Open the File menu.
  2. Choose “Add to Dock”.
  3. Click “Add”.

Firefox on a computer can’t install a site as an app. Use Chrome, Edge or Safari instead.