The article has some detail about the remote code execution part of this exploit.
“What this means is that there was a software flaw in the WhatsApp code for handling MP4 media files. If an attacker triggered the flaw, the function in question would crash in a way that could allow a potential attacker to gain “RCE” or Remote Code Execution.
In layman's terms, this means the attacker could inject his own code into the application and, by triggering the flaw, make the application to run with all the privileges and access of the WhatsApp application itself.”