We study dynamic response of a Fermi liquid in the spin, charge, and nematic channels beyond the random phase approximation for the dynamically screened Coulomb potential. In all the channels, one-loop order corrections to the irreducible susceptibility result in a nonzero spectral weight of the corresponding fluctuations above the particle-hole continuum boundary. It is shown that the imaginary part of the spin susceptibility, $\mathrm{Im}{\ensuremath{\chi}}_{s}(\mathbf{q},\ensuremath{\omega})$, falls off as ${q}^{2}/\ensuremath{\omega}$ for frequencies above the continuum boundary ($\ensuremath{\omega}\ensuremath{\gg}{v}_{\mathrm{F}}q$) and below the model-dependent cutoff frequency, whereas the imaginary part of the charge susceptibility, $\mathrm{Im}{\ensuremath{\chi}}_{c}(\mathbf{q},\ensuremath{\omega})$, falls off as ${(q/{k}_{F})}^{2}{q}^{2}/\ensuremath{\omega}$ for frequencies above the plasma frequency. An extra factor of
(q/kF)2 in $\mathrm{Im}{\ensuremath{\chi}}_{c}(\mathbf{q},\ensuremath{\omega})$ as compared to $\mathrm{Im}{\ensuremath{\chi}}_{s}(\mathbf{q},\ensuremath{\omega})$ is a direct consequence of Galilean invariance. The imaginary part of the nematic susceptibility increases linearly with $\ensuremath{\omega}$ up to a peak at the ultraviolet energy scale---the plasma frequency and/or Fermi energy---and then decreases with $\ensuremath{\omega}$. We also obtain explicit forms of the spin susceptibility from the kinetic equation in the collisionless limit and for the Landau function that contains up to the first three harmonics.
The pair susceptibility and superconducting gap equation are obtained when a branch-cut spectrum, with either spin-charge separation or an anomalous Fermi surface exponent $\ensuremath{\alpha}>0$ is introduced for the normal state. For
k-nondiagonal pairing interactions, spin-charge separation leads to an enhancement of
Tc and ${\ensuremath{\Delta}}_{\mathbf{k}}(0)$ compared to a Fermi liquid. For $\ensuremath{\alpha}>0$, a critical coupling is required for a solution. For spin-charge separation or $0<\ensuremath{\alpha}<\frac{1}{2}$, an arbitrarily small
k-diagonal contribution to the pairing interaction still leads to a solution, as in a Fermi liquid.