Advantages Over Palomar:

Collect 9X as many photons/sec
Higher spectral resolution for digitally filtering Earth's atmosphere
Do all absorption lines for a planet in a night?

Lower telluric thermal emission
Longer wavelengths -> more constituents in reach

AO puts more light in a pixel
Lower read noise per photon