In the first part I will discuss about the Geometric variant of the P=W conjecture and its relationship to the original cohomological P=W conjecture. I will also introduce Donaldson--Thomas theory as a framework arising in various problems of Mathematical Physics, and point out its relevance to the aforementioned conjectures in some parabolic cases.

In the second part, I will give more detail on some ingredients and parts of the proofs.