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Nvidia CEO: Engineers have to spend HALF their salary on tokens!

March 20, 2026 / 01:19

This episode discusses token usage in engineering, the financial implications of AI tools, and comparisons to athlete performance investment.

The hosts talk about the growing demand for tokens in companies, highlighting a scenario where an engineer's token consumption should match their salary. They mention a hypothetical situation where a $500,000 engineer should spend at least $250,000 on tokens to be considered effective.

They draw a parallel to NBA star LeBron James, who invests heavily in his health to maintain peak performance, suggesting that knowledge workers should receive similar support to enhance their capabilities.

The conversation emphasizes the importance of adapting to new paradigms in the tech industry, where traditional methods may not suffice for high-level performance.

Overall, the episode raises questions about the future of work and the necessary resources for engineers and AI researchers to thrive.

TL;DR

The episode highlights the need for significant token investment in engineering roles, comparing it to athlete performance enhancement.

Video

00:00:00
The conversation we've had on the pod a
00:00:02
number of times is, "Oh my god, look at
00:00:03
the token usage in our companies. It is
00:00:06
growing massively. And some people are
00:00:08
asking, hey, when I join a company, how
00:00:10
many tokens do I get cuz I want to be an
00:00:12
effective employee?" You've postulated,
00:00:14
I believe, $75,000 in tokens for each
00:00:16
engineer or something like that. So, are
00:00:18
you spending in Nvidia a billion, $2
00:00:20
billion on tokens from your engineering
00:00:22
team right now?
00:00:22
>> We're trying to. Let me give you a
00:00:24
thought experiment. Let's say you have a
00:00:26
software engineer or AI researcher and
00:00:28
you pay them $500,000 a year. We do that
00:00:30
all the time. That $500,000 engineer at
00:00:33
the end of the year, I'm going to ask
00:00:35
them, how much did you spend in tokens?
00:00:37
If that person said $5,000, I will go
00:00:39
ape something else. Yes.
00:00:41
>> If that $500,000 engineer did not
00:00:44
consume at least $250,000 worth of
00:00:46
tokens, I am going to be deeply alarmed.
00:00:50
And this is no different than one of our
00:00:52
chip designers who says, "Guess what?
00:00:54
I'm just going to use paper and pencil.
00:00:56
I don't think I'm going to need any CAD
00:00:58
tools."
00:00:59
>> This is a real paradigm shift to start
00:01:01
thinking about these all-star employees.
00:01:03
It almost reminds me of of what we
00:01:05
learned in the NBA when LeBron James
00:01:07
started spending a million dollars a
00:01:08
year just on his health of his body like
00:01:10
and maintaining it. That's right.
00:01:12
>> Here he is at age 41 still playing.
00:01:14
These are incredible knowledge workers.
00:01:16
Why wouldn't we give them superhuman
00:01:18
abilities?

Episode Highlights

  • The Value of Tokens
    Companies are increasingly focused on token usage for effective employee performance.
    “How much did you spend in tokens?”
    @ 00m 37s
    March 20, 2026
  • Investing in Talent
    Just like athletes, knowledge workers deserve investment in their capabilities.
    “LeBron James started spending a million dollars a year just on his health.”
    @ 01m 07s
    March 20, 2026

Episode Quotes

Key Moments

  • Token Usage00:03
  • Paradigm Shift00:59
  • Investing in Employees01:07

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