Welcome to science! Everything is so complicated that either you devote your life to your scientific specialty and the necessary math or you devote your life to understanding code. Few can squeeze two lives out of one, so something must give.
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You are absolutely correct. The bad news is that we programmers are seemingly unable even to supply ourselves with a next-gen software toolchain. Until we can meet our own needs, which we ought to understand the best, it is unlikely we can meet anyone else’s.
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we actually need probably >>100x the computational resources and 10x the programming resources code-complexity on this, when we are looking to models to predict, in detail, the specific trajectories and outcomes we have to mitigate, vs just sending out "warning flares"