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It's extremely hard to reason about the global emergent behavior of a complex system than the isolated behavior of a small component.


I don't think it's a function of complexity per se, but determinism. This is why Haskellers love the IO monad. Used well, it lets you quarantine IO to a thin top-level layer, below which all functions are pure and easy to unit test.


Distributed systems are anything but deterministic.




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