Stop treating AI like an oracle. Treat it like a Unix pipe. I've built a zero-trust observatory that records wire-truth logs to keep human oversight in the loop at the production boundary. Read the methodology here: #AISafety# #LocalFirst# #UnixWay#

Shopping in Shenzhen is getting even easier for international visitors. 🛍️ On July 24, the “Cool Summer · Qianhai Shopping Vouchers” international consumption initiative was launched at Qianhai Uniway (前海壹方汇), introducing new services and programs to create a more international-friendly shopping environment. The event unveiled the Qianhai International Consumption Guide and an AI-powered multilingual payment terminal, helping visitors enjoy a smoother shopping experience in Shenzhen. With summer promotions, cross-border discounts and smarter services, Qianhai is making it easier for visitors to shop, dine and explore the city. @BaoanShow @NancyinNanshan @zhang_heqing @Shenzhen_style @iGuangdong @thisisGBA