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    $\begingroup$ Welcome to SE:AI! I assume this is a hypothetical AGI we are discussing, but I feel like this is a deep encoding question involving binary representation. (Continuous learning also seems ancillary, but is good context for the problem:) I tweaked the title to reflect the central question. $\endgroup$ Commented Dec 20, 2018 at 1:02
  • $\begingroup$ Thanks @DukeZhou! It's actually some theoretical groundwork for a basic AGI that I wish to implement IRL. Unfortunately, "deep encoding" doesn't seem to be a popular keyword. Thanks for pointing me to "Continuous learning". I think information-theory is applicable, but requires two Shannon-streams as the input destination is the temporary memory storage. Just pointing me to the right keywords is very helpful for my research. $\endgroup$ Commented Dec 20, 2018 at 12:01