Earlier quoted context omitted.
Reproducibility means you don't have to worry that the developer might have a backdoored toolchain (which also means that they can't pretend that a malicious toolchain added the malicious code without their knowledge). A talented developer might still be able to create a bugdoor which gets past code review, but that takes more effort and skill than just putting the malicious code into a local checkout and then saying…
Every major vendor has vulnerabilities introduced all the time, by accident! No talent is necessary to introduce a bugdoor, just malice. You can already verify that a toolchain wasn't backdoored today, reproducible builds aren't necessary for that.
How, exactly?
If we both compiled hello.c (a prototypical hello world program), and exchanged binaries; how would you verify my build wasn't malicious?