Or C, agentic coders who have been doing this for 20+ years (software engineering) know what they're doing?

Also, when people say 'read the code' do they really mean go line by line, or review the pseudo code? Meaning, read the high level architecture/data flow.

Because IMO the code matters very little if you have the proper testing environment and guardrails, the architecture always matters.