You were not mistaken though. Read my comment about net debtors benefitting from inflation.
Your general idea of inflation being bad for those who hold money is correct. Stocks and real estate don’t counteract inflation, they are just less affected by it.
Wealthy people are net lenders because they usually hold more bonds than they borrow. That means they are negatively affected by inflation.