For the record, I believe the office of an architect (or architects) is usually referred to as A FIRM. This answer should be accepted and encouraged.
Technically, it's a practice, but firm is okay too.
It's a firm in the US. https://en.wikipedia.org/wiki/Architectural_firm
I'll become an architect at this firm -- this is a better translation (no architectural firm refers to itself as an agency in English)