For the record, psychology research has demonstrated that humans do not think in language. This was a popular myth started by someone in the 1930's or so, I think, leading to authoritarian ideas about thought control via language control. People still won't give up on it...

I have found that databases are the exception where documentation is critical, in that knowledge of what we do to the data (described in program logic) is completely different from knowledge of what the data means. Reverse-engineering that meaning often takes me longer than anything else.

Beyond that, however, English is a horribly ambiguous, contradictory and complicated programming language. It's a literal anarchy. Had it not been for primitive 1950's hardware, I suspect people would have refused to invent programming languages and insisted on AI-processed English anyhow. For now I guess we'll work as computational attorneys...