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Stock, Shock, and Two Smoking Agents: Why Inventory Needs an Autopilot

A shelf goes empty. A buyer blames the forecast. The forecast blames the promotion calendar. The warehouse blames the supplier. The supplier blames the port, the weather, or, if creativity is running low, “unexpected demand.” This little theatre is familiar because inventory failure is rarely one failure. It is a chain reaction. A SKU is not replenished too late simply because someone forgot to click “order.” It is replenished too late because demand sensing, stock monitoring, supplier reliability, lead-time uncertainty, product perishability, warehouse capacity, and purchasing authority are usually handled by separate systems pretending they are coordinated. Very modern. Very expensive. ...

December 1, 2025 · 16 min · Zelina

From Branch Chats to an AI Operating Loop: Restaurant Operations Agents for a Multi-Branch Food Business

A multi-branch restaurant group used specialized AI agents to convert scattered branch data into reviewed demand, inventory, staffing, menu, and customer-service decisions.

September 15, 2025 · 8 min · Vox