银河通用把“机器人表演”变成“机器人上岗”，端到端大模型银河星脑有多强

Core Viewpoint - The 2026 Spring Festival Gala showcased a robot named "Galbot," which performed tasks rather than just displaying movements, highlighting advancements in robotics and the integration of AI in practical applications [10][12][90]. Group 1: Robot Capabilities - "Galbot" executed various tasks such as walnut cracking, cleaning, and organizing, demonstrating a complete perception-decision-execution loop [11][12]. - The robot's ability to perform intricate tasks like walnut cracking relies on its dexterous mechanical hands and a sophisticated control system known as AstraBrain [18][49]. - The robot's performance included real-time decision-making, moving beyond pre-programmed actions to adapt to dynamic environments [40][42]. Group 2: Technological Framework - AstraBrain operates on a four-stage embodied learning framework, which includes human demonstration, simulation data synthesis, reinforcement learning, and real-world calibration [50][60]. - The training process utilizes a combination of human action data and simulated environments to enhance the robot's operational capabilities [53][71]. - The data system supporting AstraBrain, named AstraSynth, facilitates a clear training path that addresses the challenges of data scarcity in real-world applications [63][64]. Group 3: Industry Position and Growth - Galaxy General, the company behind "Galbot," has raised over $800 million since its establishment in May 2023, achieving a valuation exceeding 21 billion yuan, positioning itself as a leader in the embodied intelligence sector [68][72]. - The company has established a complete ecosystem encompassing hardware, models, and applications across various industries, including manufacturing, retail, logistics, and healthcare [72][76]. - The Spring Festival Gala appearance signifies a shift in the robotics industry from mere demonstrations to solving real-world problems and creating economic value [90][92].