Prerequisite concepts
The derivative can be interpreted physically
While the constituents of a derivative (the $f$ and $x$ in $\frac{df}{dx}$) can have physical interpretations, the derivative itself can have a different physical interpretation. For example, $\frac{dx}{dt}$ is a velocity. FIXME: find a better example
The negative gradient of the electric potential is the electric field
The divergence of the electric field is equal to $\rho / \epsilon_0$
The curl of the magnetic vector potential is the magnetic field
The divergence of the curl is equal to $\mu_0$ times the current (in magneto-statics)
The divergence of the magnetic field is zero
The curl of the electric field is zero in electrostatics
Maxwell's Equations
While the magnitude of the electric field is equal to the gradient of the electric potential, the electric field points in the opposite direction of the gradient of the electric potential, and thus $\vec E = - \vec \nabla V$.
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