By Gautam Chowdhry
This project helps youth sports operators create tournament schedules far faster by combining LLM-based natural-language constraint capture with deterministic optimization. Sonnet translates operator inputs into typed constraints, OR-Tools generates the schedule, and lighter-weight models explain decisions and validate edits in plain English. The workflow preserves human control through a wizard-style interface rather than a black-box chatbot.