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He is complaining that most algorithms are HACKS by engineers, i.e. they lack theoretical foundations and/or based on trial & error or even “magical recipes.”

I actually had a little foray into AI back in the 1980s using stochastic gradient algorithms for learning and adaptation (which the author mentions in his article) when digital signal processors were just being commercialized, for use in high-speed modems (at the time).