Base personnel would be kept on base as long as the base was strategically useful.
Without operational aircraft, an airbases strategic importance wanes significantly.
Once the aircraft are gone (destroyed, deployed, inoperable due to a lack of fuel and/or spare parts), the ground crews, base admin, security, etc, would be transferred elsewhere- either to a base with operable aircraft or, as the war drags on, to the infantry.
There's precedent in a modern total war. In the last few months of WWII, as the Red Army closed in on Germany from the east and the Western Allies from the West, the Luftwaffe, which had been eviscerated by the destruction of German oil and synthetic fuel production facilities, and the loss of experienced pilots, transferred a significant percentage of their support personnel to the Wehrmacht and Luftwaffe ground forces to fight as infantry.
In the v1.0 U.S. Army vehicle guide, there are a couple of ex-USAF AFVs shown to be in Army service. It is either implied or stated outright that they'd lost original raison d'etre in the wake of aircraft atttrition and fuel/spare shortages.
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