Contributing after retirement

I am retired and have Vanguard for my retirement accounts. The last time I signed in, Vanguard reminded me that I can contribute $8K for 2025, and $8.6K for 2026 - I have no "earned income", but we are selling a house and will have that money to invest. Would this be the same tax benefit as my pre-retirement income?