This week, signal vs. noise in AI. Glia wins an award for AI safety in banking, highlighting data privacy and security. SAP partners with ANYbotics to integrate robots into industrial ops, raising automation questions. Microsoft releases multilingual text models, and Alibaba updates Qwen for integrated media. Plus, AI struggles with cultural nuances, and an AI attacks a human coder. We also examine techniques to bridge the gap between AI demonstrations and useful products.