To resolve ageism in careers and education, especially for women juggling caregiving, we must champion advocacy and policy reforms. Promoting inclusive criteria that value diverse life paths ensures fairness. Strategic policy engagements, proactive advocacy, and sensitizing funders on equity principles can dismantle ageist barriers, enabling late learners to thrive without discrimination based on age or life circumstances.