Retool, a development platform for business software, recently published the results of its State of AI survey. Over 1,500 people took part, all from the tech industry:...
Over half of all tech industry workers view AI as overrated::undefined
I also believe that will happen! We will not be prepared since many don’t understand the differences between what current models do and what an actual general AI could potentially do.
It also saddens me that many don’t know or ignore how fundamental abstract reasoning is to our understanding of how human intelligence works. And that LLMs simply aren’t intelligent in that sense (or at all, if you take a tight definition of intelligence).
I don’t get how recognizing a pattern is not AI. It recognizes patterns in data, and patterns in side of patterns, and does so at a massive scale. Humans are no different, we find patterns and make predictions on what to do next.
The human brain does not simply recognise patterns, though. Abstract reasoning means that humans are able to find solutions for problems they did not encounter before. That’s what makes a thing intelligent. It is not fully understood yet what exactly gives the brain these capabilities, btw. Like, we also do not understand yet how it is possible that we can recognize our own thinking processes.
The most competent current AI models mimic one aspect of the brain which is neural pathways. In our brain it’s an activity threshold and in a neural network AI it’s statistics which decide whether a certain path is active or not and then it crosses with other paths, etc. Like a very complex decision tree.
So that is quite similar between AI and brains. But we actually get something like an understanding of concepts that goes beyond the decision tree but isn’t fully understood yet, as described above.
For an AI to be actually intelligent it would probably need to at least get this ability, to trace back it’s own way through the decision tree. Maybe it even turns out that you in fact do need a consciousness to have reason.
I also believe that will happen! We will not be prepared since many don’t understand the differences between what current models do and what an actual general AI could potentially do.
It also saddens me that many don’t know or ignore how fundamental abstract reasoning is to our understanding of how human intelligence works. And that LLMs simply aren’t intelligent in that sense (or at all, if you take a tight definition of intelligence).
I don’t get how recognizing a pattern is not AI. It recognizes patterns in data, and patterns in side of patterns, and does so at a massive scale. Humans are no different, we find patterns and make predictions on what to do next.
The human brain does not simply recognise patterns, though. Abstract reasoning means that humans are able to find solutions for problems they did not encounter before. That’s what makes a thing intelligent. It is not fully understood yet what exactly gives the brain these capabilities, btw. Like, we also do not understand yet how it is possible that we can recognize our own thinking processes.
The most competent current AI models mimic one aspect of the brain which is neural pathways. In our brain it’s an activity threshold and in a neural network AI it’s statistics which decide whether a certain path is active or not and then it crosses with other paths, etc. Like a very complex decision tree.
So that is quite similar between AI and brains. But we actually get something like an understanding of concepts that goes beyond the decision tree but isn’t fully understood yet, as described above.
For an AI to be actually intelligent it would probably need to at least get this ability, to trace back it’s own way through the decision tree. Maybe it even turns out that you in fact do need a consciousness to have reason.