Here is current U.S. employment by age grouping from Statista:

The blue line is the young cohort (age 16-24), which is now falling because there are not so many of them. Percentage-wise, other age groups are growing – but it does not mean that more older workers are entering the workforce – it means their percentage is increasing as the percentage of young workers are decreasing.

Reminder – the fertility rate:

fertility rate united states
Coldstreams