# One‑Line Formula Matches Large Language Model in Freight Negotiations - Date: 2026-04-23 - Category: Agentics A Georgia Tech formula with one tunable constant matched a 20-billion-parameter LLM across 115,000 real freight negotiations — and zero offer retractions. The catch: it is a preprint, and carriers who figure out the formula could exploit it. ---