The natural world is a very high-dimensional state and action space. Some of the ways I have tried to deal with this complexity are (in no special order):
Hierarchical decomposition/learning (A.s.a. H.)
Clustering
Approximation
Forgetting
Ordered, organized training syllabi
Hand coding and human supplied problem solutions
Attention mechanisms
Multi-agent/specialist AIs
Parallel processing
Pre and post processors
in the future we may have available fast quantum computers which would also help
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