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Azeem Azhar

๐Ÿ‘ค Speaker
6838 total appearances

Appearances Over Time

Podcast Appearances

Azeem Azhar's Exponential View
The demand for infinite compute

And what happens with compute is that consumption continues as capabilities expand.

Azeem Azhar's Exponential View
The demand for infinite compute

Now, we've got some empirical data for this, some real evidence.

Azeem Azhar's Exponential View
The demand for infinite compute

So a few years ago, I went through the process of estimating the amount of computing capacity in the world every year from 2023 back to the 1950s.

Azeem Azhar's Exponential View
The demand for infinite compute

I think I started in 1958.

Azeem Azhar's Exponential View
The demand for infinite compute

So essentially, I counted the number of computers of different types and I estimated how much computing each one could do.

Azeem Azhar's Exponential View
The demand for infinite compute

and totaled that up to give a sense of the stock of computing in every year, as I said, since 1958.

Azeem Azhar's Exponential View
The demand for infinite compute

Now, the counting isn't exactly apples for apples, but it's directionally robust enough.

Azeem Azhar's Exponential View
The demand for infinite compute

Now, the normal yardstick I use is to start in 1972.

Azeem Azhar's Exponential View
The demand for infinite compute

It's a wonderful year.

Azeem Azhar's Exponential View
The demand for infinite compute

It's the year I was born

Azeem Azhar's Exponential View
The demand for infinite compute

And I estimate that the total stock of computing power available globally between 1972 and 2023 increased by 11 orders of magnitude, which is roughly a factor of 100 billion.

Azeem Azhar's Exponential View
The demand for infinite compute

In other words, we consumed a lot more, astronomically more compute in 2023 over an astronomically large computing infrastructure in 2023 compared to that wonderful year of 1972.

Azeem Azhar's Exponential View
The demand for infinite compute

It's a combination of there being many more computers, not just mainframes and mini computers, but also laptops, supercomputers, and of course, our smartphones.

Azeem Azhar's Exponential View
The demand for infinite compute

And those computers themselves were much more powerful thanks to Moore's law, making them powerful, more powerful every year.

Azeem Azhar's Exponential View
The demand for infinite compute

It turns out that in that 50 or so year, every single year we saw 62% growth in the total computational stock on the planet.

Azeem Azhar's Exponential View
The demand for infinite compute

62% compounded for 50 years is a big astronomical number.

Azeem Azhar's Exponential View
The demand for infinite compute

So we've really shown that we like having this stuff around, even though lots of the time it sits idle.

Azeem Azhar's Exponential View
The demand for infinite compute

And the truth is there's a ton of it out there.

Azeem Azhar's Exponential View
The demand for infinite compute

I mean, I reckon, and I may be wrong by an order of magnitude, that there's about 10 to the 22 flops

Azeem Azhar's Exponential View
The demand for infinite compute

of compute stock in the world as of 2023, where a flop is a floating point operation.