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I assumed (not a laser expert) that the plasma that forms out of the gain media is what is problematic with a typical solid state laser, while in this case, the plasma is the medium.

The plasma at the end of the laser path is usually the best part. Even then, things like laser-plasma instabilities (LPI) can have devastating consequences.

They go on to mention how it's beneficial in this case too...