In complex contexts, simulate

Machine Learning implicitly assumes that a closed form solution exists and uses optimization to approximate an assumed form of it (linear, quadratic etc).

In complex (Complexity) contexts, this might not be true. With more compute, we can do better – Simulate.

Complex systems are computationally irreducible

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