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@tjrobertson52 TikTok profile avatar

@tjrobertson52

2026-05-05

If you can communicate well and know how to use AI, you can do 80% of white-collar jobs better than an expert without those skills...

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I think we've officially entered the era of the AI empowered generalist. I honestly think if you have good communication skills and you know how to use AI, you could do 80% of white collar jobs better than an expert of that job could do without those skills.

And there's definitely still room for specialists. There's custom work and edge cases that AI doesn't handle well. But I think companies that are figuring out how to rebuild their processes with AI in mind are realizing that they don't need teams of five or six people anymore.

They need teams of two or three people.

And just by providing AI the right documentation and sophisticated skills, those two or three people can handle the roles of several specialists and spend most of their time focusing on those things that humans do best, like communicating.

And this makes sense not just because AI is making those people more efficient, but also you're removing the inefficiencies of larger teams. Sherman said that a team of three people doesn't produce three times the output, they produce about twice the output.

By reducing your team size, you remove the inefficiencies of having to share information, coordinate projects, having to hop on calls to make sure you're on the same page or wait for someone else on your team to finish their task before you can proceed.

When you structure your business for AI first, where AI is handling most of the work, one person can often take a project from beginning to end uninterrupted.

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AI search and answer-engine work needs concrete tactics for discoverability, citation, skills, and query-surface behavior.

AI and answer-engine search tactics · asserts

  • Document the AI/search tactic, query surface, source page, and proof of recommendation or visibility before treating it as repeatable AEO work.
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  • I think we've officially entered the era of the AI empowered generalist.

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What is this source mainly about?

AI search and answer-engine work needs concrete tactics for discoverability, citation, skills, and query-surface behavior.

What should an operator take from it?

Document the AI/search tactic, query surface, source page, and proof of recommendation or visibility before treating it as repeatable AEO work.

Which topics does it connect to?

This source is connected to AI and answer-engine search tactics.

What public evidence supports the record?

I think we've officially entered the era of the AI empowered generalist.