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Last month, I asked an AI Agent to handle my warehouse's daily scheduling, but it messed up the orders so badly that we almost missed a client shipment. Honestly, I was so angry I wanted to 'fire' it. But later I realized the problem wasn't with the AI—it was with me. Today, I want to share the 'dumb methods' I figured out for building an AI Agent system from scratch after that failure—not making it a 'superhero', but a 'co-pilot'.

Three years ago, I helped a friend in the apparel business choose a warehouse management system. After launch, it crashed completely, causing order backlogs and inventory chaos, costing us $20K in penalties. Sitting in the paralyzed warehouse that night, I realized choosing a system isn't just about feature lists. Today, I want to share the pitfalls I've encountered and the practical 'ground rules' that can save you.

Three years ago, I helped my friend Lao Zhao start an e-commerce business. Our first order cost us $50,000 in losses. Sitting in a warehouse full of returns that night, he said, 'Lao Wang, I thought opening an online store meant easy money.' Today, I want to share the pitfalls I've seen small businesses face in e-commerce and the practical 'ground-up' strategies that actually work.

Last year before Double 11, my warehouse inventory data was a mess again. The system showed 100 items in stock, but the shelves were empty. That night, I stayed with my staff until 3 AM doing inventory, only to find the problem was in a few small details. Today, I want to share the pitfalls I've encountered in inventory management and the practical solutions you won't find in textbooks.

Last month, I asked an AI Agent to handle daily warehouse scheduling, and it messed up the orders so badly we almost missed a client shipment. Honestly, I was so angry I wanted to 'fire' it. But later I realized the problem wasn't the AI, it was me. Today, I want to share the 'dumb method' I figured out for building an AI Agent system from scratch after that failure—not to make it a 'superhero', but a 'co-pilot'.

Last fall, I helped my friend Lao Li optimize his smart home supply chain, but a single broken link caused a three-day production shutdown and cost him $30K in penalties. Sitting in the warehouse surrounded by half-finished products, he said, 'I thought supply chain was just about warehousing and logistics.' Today, I'll share the pitfalls I've faced and the practical 'dumb methods' that truly double operational efficiency—not by piling on tech, but by making every link come alive.