Where the Language Model Should Stop: Designing AI for Payroll, Admissions, and Other Domains That Punish Mistakes

A developer shares lessons from building AI systems for payroll compliance and college admissions, emphasizing strict separation between deterministic rules and language model outputs to avoid costly errors. The approach uses AI for interpretation and explanation but relies on fixed rules for decisions involving legal or financial consequences.