There is a First Year Retroactive provision:

SECURE 2.0 legislation added a benefit for sole proprietors establishing a 401(k) plan. Specifically, a new 401(k) plan can be adopted in 2025 and contributions can be counted as 401(k) deferrals for the 2024 year.