Cal Newport

speaker
22,298 appearances 39 recordings 5 series first heard Oct 2025 last heard 10 Sep

Cal Newport’s voice in public audio — every appearance, attributed to the second.

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recordings per month · last 12 months
9 · Jun OctJan 26AprJulnow

Recordings per month over the last 12 months — 39 in all, peaking in Jun 2026 with 9.

Appearances

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So here's my policy proposal, which is not really a real one because I don't know how to actually put this, you know, the regulatory language. podcast-host
But let me just give you like a blue sky thought experiment. podcast-host
Imagine we basically said you can't have long horizon LLM driven actuated agents. podcast-host
Programs whose action is largely determined by the result of LLM prompts without human supervision. podcast-host
And the way you would do this is you would have a depth limit. podcast-host
That type of system can do like half a dozen prompts unsupervised and that's it. podcast-host
I don't know if that's the right number, but something like that. podcast-host
So I could do a few prompts to try to solve a very immediate thing you asked it to do, but none of this long horizon stuff. podcast-host
Just make that illegal. podcast-host
You know what? podcast-host
I think the AI companies would welcome it because the only reason, I don't know if this is true, another hot take, but I think the only reason why they're running these experiments with these long horizon LN prompt loops is because it's marketing, basically. podcast-host
right? podcast-host
Like it's, they have these benchmarks for like a meter made this, the AI evaluation nonprofit made this challenge benchmark about these challenges that required many, many steps. podcast-host
And they use, they plot each LLM on this scale. podcast-host
Well, you can't, an LLM alone can't do anything, but it's LLM plus some sort of harness that they give and they let it run for a long time. podcast-host
The challenge is how far can you go unsupervised? podcast-host
In cybersecurity, the exploit gym challenge, this benchmark is about podcast-host
How much can you hack unsupervised without any humans? podcast-host
And so the company's like, we got to do good on these benchmarks because it feels sci-fi. podcast-host
It feels high tech. podcast-host
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