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Returning to the post, I suspect that there is a lack of relevant mathematical theorems in this area. What is needed for example is a theorem which says something like:

"In a sufficiently general environment E the AI planning system must incorporate probabilistic reasoning to satisfy its goals."

Likewise a theorem characterising which environments require "asynchronous" planning architectures is probably a holy grail in this field.