A good engineer can vibe good engineering plans!
Just like Eisenhower's famous "plans are useless, planning is indispensable" quote. The muscle you build is creating new plans, not memorizing them.
People also underestimate how much winging it is actually the ideal approach for a natural language interface, since that's the kind of thing it was trained on anyway.