Cybersecurity research firm Glow Security has found that public GitHub repositories created by multiple AI agents contain over 13,000 screenshots, some holding sensitive corporate information. The leak method, called "PixelLeak," has affected 343 companies, and Glow Security urges firms to check data exposure and tighten AI access controls.
In September 2026, Nuin Intelligence founder Li Yinchuan reviewed his entrepreneurial journey after leaving Huawei's Noah's Ark Lab, introduced the company's GLOW generative embodied large-model architecture and its first consumer home embodied robot KNOWIN-X1, and disclosed a recent hundreds-of-millions-yuan angel+++ financing round led by a JD-affiliated fund.
On September 24, Knowin released a technical report on GLOW, a generative learning architecture for general-purpose embodied intelligence. It unifies Brain and Act capabilities into the multimodal autoregressive model KnowinGLOW, with KnowinDream, KnowinWorld, and KnowinAgent enabling experience learning, task understanding, and action feedback, allowing robots to learn from one demonstration and generalize across objects, environments, and tasks. GLOW achieved leading results on RoboDojo, LIBERO-Pro, and Embodied Arena.