Flowr: agentic AI for large-scale retail supply-chain operations

The Flowr paper proposes a multi-agent architecture for forecasting, replenishment, supplier coordination and retail supply-chain operations with human supervision. Its value lies in explicit agent roles, orchestration and intervention points rather than a broad claim of autonomy. Agentic AI should be validated against service, inventory, stability and override outcomes.