No PhD, Starting MSCS…How Do I Reach Top AI Labs as an RE? [D]

Hi everyone,

I’m starting my Master's in CS this fall, and my goal is to become a Research Engineer at a top AI labs or FAANG. I come from a non-traditional background, so I’m trying to be very intentional with the next 2 years and focus only on what actually matters. Would really appreciate honest advice on a few things:

1) What does a strong RE profile look like today? (publications vs open-source vs internships)

2) How realistic is this path without a PhD?

3) What level of technical depth is expected (math vs systems vs implementing papers).

4) How should I use my master's strategically? (courses, research, collaborations)?

5) What kinds of projects or contributions actually stand out?

6) Open-source vs research....where should I focus more?

7) What are the biggest mistakes people make on this path?

If you had ~2 years starting from scratch, how would you approach this? Looking for blunt, practical advice. Thanks!

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