Multivariate calculus from first principles
The sum-over-paths formula is really matrix multiplication written out term by term. When functions are vector-valued, the chain rule collapses into a clean product of Jacobians, and this is the form that powers real autograd systems.
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▶ Chain Rule: Matrix Form