"On Intelligence" vs recent developments: What's puzzling me (and some thoughts about grid emergence)

You don’t have to put any “extra” effort into forming grid cells. Lateral mutual excitation is sufficient. Inhibition (like your fixed tile suggestion) can be helpful.
I describe this in great detail here:

If you carry on doing your own thing in C++ you might want to look at this:

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