@levie: This is a fantastic post about why jobs aren’t going away in the way some predict. We are constantly making the mistake…

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Summary

The article argues that AI automation of tasks expands jobs rather than eliminating them, enabling higher quality work and new audiences. It cites a company growing from 4 to 30 human employees since GPT-3 as evidence.

This is a fantastic post about why jobs aren’t going away in the way some predict. We are constantly making the mistake of confusing task completion with AI with being able to eliminate the whole job. Even as we can automate one or many tasks within a job, the definition of the job almost inevitably just expands to do vastly more of those tasks, do them at a higher quality, or move on to the type of task that hasn’t been automated yet. And as a result of being able to do more of the tasks or at a higher quality level, the job becomes valuable in a new way. And in many cases for now an entirely new audience as well. This will be true for coding, legal work, sales, or marketing. The small business or non-tech company that wants to now take on larger software projects finally can, and they’ll hire to do so. The small business that couldn’t afford a full marketing agency can hire or contract out to a marketer that can do as much as an agency did before now with agents. And so on. Don’t fall into the trap of confusing tasks with jobs.
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Cached at: 05/23/26, 06:11 PM

This is a fantastic post about why jobs aren’t going away in the way some predict. We are constantly making the mistake of confusing task completion with AI with being able to eliminate the whole job.

Even as we can automate one or many tasks within a job, the definition of the job almost inevitably just expands to do vastly more of those tasks, do them at a higher quality, or move on to the type of task that hasn’t been automated yet.

And as a result of being able to do more of the tasks or at a higher quality level, the job becomes valuable in a new way. And in many cases for now an entirely new audience as well.

This will be true for coding, legal work, sales, or marketing. The small business or non-tech company that wants to now take on larger software projects finally can, and they’ll hire to do so. The small business that couldn’t afford a full marketing agency can hire or contract out to a marketer that can do as much as an agency did before now with agents. And so on.

Don’t fall into the trap of confusing tasks with jobs.

Dan Shipper 📧 (@danshipper): We’ve automated every single thing we can @every with AI agents.

And yet there’s way more human work to do than ever. We’ve gone from 4 -> 30 human employees since GPT-3.

I wrote a report on the structural reasons: how AI makes expert competence cheap, why that drives up demand

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@AriX: Loved this piece.

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Dan Shipper reports that despite automating everything possible with AI agents, his company has grown from 4 to 30 human employees since GPT-3, arguing that AI makes expert competence cheap and drives up demand for human work.