2025 年 2 月 18 日，DeepSeek 联手两大机构发布最新论文，研究由 DeepSeek 创始人梁文锋亲自领导，旨在优化 Transformer 注意力机制。论文提出了革命性注意力机制 NSA，NSA 是一种面向硬件且支持原生训练的稀疏注意力机制，专为超快长上下文训练与推理设计。它包含动态分层稀疏策略、粗粒度的 token 压缩和细粒度的 token 选择等核心组成部分，在通用、长文本、思维链推理基准测试中，刷新 SOTA，碾压全注意力。NSA 是对 Transformer 注意力机制的重大优化。

Medical automation refers to the use of technology and machines to perform tasks in the healthcare industry that would traditionally be done manually by healthcare professionals. This technology can streamline processes, increase efficiency, and reduce human error in various aspects of medical care, including diagnosis, treatment, administration, and management. Medical automation can involve a wide range of technologies, from robotic systems to software solutions, and can be applied in hospitals, clinics, and laboratories.

The managed network services market was valued at USD 79.68 billion in 2022, and it is expected to reach USD 149.28 billion by 2028, registering a CAGR of 12.19% during the forecast period (2023-2028). Increasing business process efficiency by cost optimization and high penetration of mobility, cloud computing, and big data technology are some of the major factors driving the market growth.

Machine vision refers to the use of computer-based systems that enable machines to interpret and process visual information, such as images or videos, to perform tasks such as inspection, measurement, and identification. Vision guided robotics (VGR) integrates machine vision with robotic systems, allowing robots to see and respond to their environment in real-time for tasks such as assembly, sorting, and material handling. These technologies are widely used in manufacturing, automation, quality control, and logistics to enhance precision, efficiency, and flexibility.

Location analytics tools analyze the locations or geography components from an enterprises data to generate insights. Enterprises generate data such as transactional data, customer data, and operational data, which contain locations or geographical components. The generated data are visualized using a geographical information system (GIS) system, which provides new dimensions of visual analysis and insights.

The products and services used to assess students' knowledge, skills, and abilities in kindergarten through grade 12 education are included in the global market for K-12 testing and assessment. Standardized testing, formative, adaptive, and diagnostic assessments are all included in this. Demands for accountability, initiatives for personalized learning, and the uptake of technology are some of the factors driving the market.

IT training refers to business-to-consumer (B2C) and business-to-business (B2B) training offered by professional organizations/enterprises. The scope of the review includes application development and programming training, IT infrastructure, networking and cloud computing, cybersecurity, and database and big data. The others segment includes IT service management and project management.

InsurTech refers to insurance technology, where technological innovations are used to improve efficiency and savings from the conventional insurance industry model. Many venture capital firms are investing in InsurTech startups. InsurTech firms are leveraging the power of software to promote different insurance products and other portfolio management tasks. These startups offer platforms or technologies for insurance companies and can disrupt the less technologically savvy corporations. InsurTech platforms help insurance companies facilitate their operational efficiency. They can lower the cost of insurance products using InsurTech platforms.

政策与生态共振，自主可控全面加速。国资委79号文要求2027年底前实现所有中央企业的信息化系统安可信创替代。万亿国债重点聚焦高水平科技自立自强，有望支撑信创产业发展。据艾媒咨询测算，2023年中国信创产业规 模将达20961.9亿元，2027年有望达到37011.3亿元。外部不确定性增强，自主可控大势所趋，国产算力迎发展新机遇，华为原生鸿蒙开启国产OS新篇章，信创国产替代加速。节奏上，党政信创持续引领，行业信创新政频出，“2+8+N”战略正在逐步推进，新一轮信创招标或已开启。

Gym management software manages marketing campaigns, membership records, billing, scheduling, reporting, and analytics in a gym. It is available in the cloud and on-premises deployment models.