# Create source root + per-year folders (safe on reruns). # Create required Delta tables if they do not exist (DDL lives in sql/fin_agent_ddl.sql as well). spark.sql(f"CREATE CATALOG IF NOT EXISTS ...

An intelligent, multi-agent debt collection system powered by AI. Built using a Hermes-style agent architecture with voice calling capabilities, smart scheduling, and a self-improving learning loop.