There is no longer one single AI language (LISP/SCHEME). If you are doing neural network experiments you likely use C++. For logic programming you probably use PROLOG. Production systems/expert systems may be in CLIPS and statistical analysis/hidden Markov models may be in R. This makes it even harder to combine modules/functionality developed by different research groups.
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