No they don't because they have brains.
I have no strong idea why people can't accept that intelligence formed separately of a human brain can truly be alien: not in the hyperbolic sense of "that person is so unique it's like they're a different species", but "that thing does not have a brain, so it can have intelligence that is not human-like".
A human without a brain would die. An LLM doesn't have a brain and can do wonderous things.
It just does them in ways that require first accepting that there is no homo sapien thinks like an LLM.
We trained it on human language so often times it borrows our thought traces so to speak, but effective agentic systems form when you first erase your preconceived notions of how intelligence works and actually study this non-human intelligence and find new ways to apply it.
It's like the early days of agents when everyone thought if you just made an agent for each job role in a company and stuck them in a virtual office handing off work to each other it'd solve everything, but then Claude Code took off and showed that a simple brain dead loop could outperform that.
Now subagents almost always are task specific, not role specific.
I feel like we could leap ahead a decade if people could divorce "we use language, and it uses language so it is like us", but I think there's just something really challenging about that because it's never been true.
Nothing had this level of mastery over human language before that wasn't a human. And funnily enough, the first times we even came close (like Eliza) the same exact thing happened: so this seems like a persistent gap in how humans deal with non-humans using language.
I think these are reasonable questions but it assumes that everything is actually a black box instead of being treated as such.
Despite what the headlines say, these systems aren’t inscrutable.
We know how these things work and can build around and within and change parameters and activation functions etc…and actually use experience and science and guidance.
However those are not technical problems those are organizational social and quite frankly resource allocation problems.
"I feel like we could leap ahead a decade if people could divorce "we use language, and it uses language so it is like us","
Or maybe just maybe... the thing should be much better designed around the human.
That's how personal computers made their way into homes. People like yourself are comical and can't understand how widespread adoption takes place to obtain value from what the thing intrinsically possesses.
Firms literally exist to take care of the hassle so that the person can get the value from the thing closer to the present - like hello...?