Well, i have to differ about this specialized a.i. thing your talking about.

Machine Learning, or deep learning, or whatever ppl call it. (which i dont much 
partake in,  i do things in my own way, i usually just use ordinary key 
matching and thats it. does voice recognition, and data generation/simulation 
fine.)
sorta actually *DOES* handle all tasks equally well,  its an approximation of 
brute force search, and it has no real target application,    u can use it for 
anything.

The fact is,  its not the exact perfect result to the heuristic, then ppl start 
complaining that it doesnt work,   but a more experienced scientist does know,  
i think.  ;)
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Artificial General Intelligence List: AGI
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