From FP8 to secure tensors, DeepSeek‑V3‑0324 is the secret weapon for reshaping the large model ecosystem

On March  24  , DeepSeek‑V3‑0324  made its debut. This model quickly attracted the attention of developers around the world with its innovative architecture and performance breakthroughs. According to VentureBeat , DeepSeek‑V3‑0324  achieved an inference rate of 20 tokens per second on consumer-grade hardware (such as Mac Studio) .  Although   this  performance  has not yet reached the top level, its ability to run in a non-data center environment marks an important turning point in the application of large models. At the same time, DeepSeek‑V3‑0324  's open source strategy also provides developers with unprecedented freedom, allowing commercial use and supporting secondary development of the model.

PoppleWorld is an AI application of the Meta-devourer digital container . Based on the theoretical foundation of consciousness science and emotional value, it uses AI technology to drive tools that help users manage emotions and social products that convey emotional value. PoppleWorld takes human consciousness and emotions as the object of research and application, explores the mechanism and characteristics of human consciousness, cultivates human consciousness skills and habits, satisfies human consciousness experience and meaning, and improves people's self-awareness, self-management, self-regulation, self-expression and self-realization, so that people can gain true freedom, happiness and inner strength. PoppleWorld will establish a value system to guide our emotions and reactions. This is an emotion management Dapp application for ordinary people based on human cognition and behavior patterns.