The condition for onset of sliding:
\[
mg \sin \theta = \mu mg \cos \theta \Rightarrow \tan \theta = \mu
\]
Note: This equation is independent of mass.
Hence, the angle \( \theta \) at which sliding begins is the same for all blocks, regardless of \( M_1, M_2, M_3 \).
Conclusion: All blocks begin to slide simultaneously at the same \( \theta \)