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I think companies will eventually just buy a local AI server.

Using local hardware is expensive when it's running a complicated software stack that can break in 10,000 different ways.

These eventual local AI servers will just talk some protocol for AI and sit in the corner and nobody will think about them.

I guess they still might need access to various systems, so idk. Eventually I think someone will offer "AI in a box" though, running the latest open model or whatever.

Yep, its already quite easy to do so with tools like opencode/openrouter. Ive used some open source models and they seem … ok? Im not doing foundational math, just refactoring code, understanding existing code etc. I don’t see a future where companies blow 11% of employee compensation on a single tool; the hosted AI server + oss models will 99% win out.
I don’t think companies will do that. Why don’t they just buy local on-premise infrastructure even though it’s cheaper than AWS?

“AI in a box” sounds a heck of a lot like “the box” from the Silicon Valley TV show. Or the Google search appliance. Or name any other on-premise thing that is equally dinosauric.

The real finding of this article is that AI tokens are direct competitors with offshoring. $1,500/month buys you a whole employee in India.

And this is before AI companies inevitably increase pricing after the conclusion of the growth phase.

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