“Inherently unreliable” depends on a lot of factors:
This was discussed extensively recently in Should General have a guideline or rule preventing registration of vibe-coded packages? (see also the actual guidelines that resulted from this).
Claude and similar tools definitely can be used to positive effect, see The use of Claude Code in SciML repos - #8 by ChrisRackauckas