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My first GS300 had this issue.
I went out to start my car and no PS.
There is a recall that took care of it for me at no cost.
I called the dealer and they came out and towed my car and dropped off a loaner for me. Lexus of Westminster.
Good luck! =)
Do you recall if you had a P/S light on the dash when it went out?