In high-stakes enterprise domains like healthcare eligibility, insurance claims, and legal agreements, a probabilistic hallucination isn't a minor bug—it's a liability disaster.
The Rule of Deterministic Separation
We treat LLMs strictly as syntactic parsers and semantic indexers. All quantitative logic, date arithmetic, pricing calculations, and ledger reconciliations are delegated to deterministic Python or TypeScript runtimes with strict assertion checks.
