How is the knowledge going to be collected and mapped? (ex; learning.)
i thought that input set changed by input devices could be monitored. rules could be inducted by statistical analyzes. not certain about concrete implementation, but mother-rule could be: happenings that happen together are consequences each to other.
in analyzing console input by testing different combinations, letters that are seen together could be considered as words. words that are often seen together could form some sets (a grammatic predicate can be a flag for grouping other words). the key could be in repeating patterns (every sentence has the same elements, some of elements more or less described). this is behaviour that should be reached by some general rules of induction from any input set (sense of ai system).
universe could be considered as blackbox that inputs states to ai system (sensors) and recieve ai system actions (ai output). now we need to examine what are rules respected by this blackbox. connections between output and input should be concluded. every input set should be analyzed in the same way: to see what sequences are repeated through time and what are connections between these sequences. we have to detect - is some sequence always following some other sequence. then comes grouping of sequences as elements of the same set. then comes analyzing sets as types of sequences to see regularities that are always true, no matter what element is observed. regularities should be guessed more or less randomly. i believe that by inductive learning from input sensors a knowledge base could be formed, describing things that happened in ai sensors. and when kb is formed, when we know what input from senors will bee read after some output, it's easy to calculate what sequence of output device states needs to be applied to achieve some goal.
i'm not certain about concrete rules of induction, but i think the base one is repeating of the same happening after the same action. i don't know, maybe a set of elements could be formed by grouping different happenings that follow the same action. yes, it is another problem, it needs some workout...