LLM engineer -> silicon psychologist who can sometimes sell the beast into making the year-end postings pass all tests?

We sidestep the “silicon psychologist” issue: the LLM simply interprets questions, while all numbers come from structured data. AI explains results, but it can’t rewrite the books.