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He went even further in a recent appearance onThe Tonight Show.

Look, I admire Gates enthusiasm.

AI Limits

For one thing, current AI models aren’t completely ready for what he describes.

These arent just glitches.

Theyre systemic quirks that stem from the way these models work, using statistical pattern recognition without real understanding.

Even the companies building this stuff arequietly worryingtheyre running out of quality training data.

Once youve consumed the entire publicly available internet, you hit diminishing returns.

Human touch

Even if AI gets way better, it still wont be human.

Thats not just sentimentalits functional.

Maybe, but not in ten years.

AI can help in all of these fields.

It can write reports, crunch numbers, and flag anomalies.

In some cases, it can outperform humans.

Its not just about outputits about the messy, lived-in process behind it.

A deep reservoir of subtle, emotional intelligence is baked into any human career involving other humans.

Gates seems to think this can be simulated convincingly enough to make no difference.

Im not so sure.

OnThe Tonight Show,Gates joked that no one wants to watch robots play baseball, and hes right.

AI futures

Gatess suggestions aren’t bad ideas if applied correctly.

So yes, AI is going to change the world.

But not in the clean, utopian, humans-on-vacation way that Gates imagines.

Its going to be messier.

Full of unexpected detours and stubbornly human resistance.

People often like their teachers and trust their doctors.

They might let AI help, but they wont give up that human touch without a fight.