2025 年 8 月 21 日，DeepSeek-V3.1 正式发布，该模型采用混合推理架构，一个模型同时支持思考模式与非思考模式。 根据 DeepSeek 官网及 SuperCLUE 测评基准网站的测试结果，该模型在代码生成、智能体能力等方面较 DeepSeek-R1- 0528 更胜一筹，但数学推理、科学推理方面，不及 DeepSeek-R1-0528 表现。 目前 DeepSeek 网页版、官网 API 接口、开源渠道、火山引擎、阿里云等均已更新 DeepSeek-V3.1 的使用，DeepSeek 官方将于 2025 年 9 月 6 日修改 API 的调用价格。 我们对 DeepSeek-V3.1 的深度思考模式进行深度测评，设置了若干推理问题、金融文本分析问题。在测试其中一个逻 辑推理问题时，DeepSeek-V3.1（thinking）模型出现了错误，思考过程陷入死循环，无法输出正确答案，而其他逻辑 推理问题和金融文本分析问题均获得了正确的结果。此外，在通过 RAG（检索增强）实现黄金市场新闻点评任务时， DeepSeek-V3.1（thinking）模型也能够准确完成撰写黄金市场新闻点评报告任务。

2025 年上半年美国就业市场快速走弱，叠加 AI 在美国渗透加速，AI 被认为 是就业市场走弱的重要因素。我们的研究显示，AI 对部分行业/群体产生冲 击，但还不是驱动就业放缓的主要因素，关税、驱逐移民、DOGE 等是主 要的因素。往前看，我们认为美国就业市场在三季度仍维持偏弱格局，或为 联储 9 月再次降息创造条件；但四季度企业雇佣意愿改善或带来一定修复。 但毋庸置疑的是，AI 的快速渗透将对就业市场、宏观走势、产业格局、收 入分配等产生深远的影响。

Talent management software is a workforce management tool that includes performance management, strategic hiring, and employee development. It helps employers track and manage their personnel by creating targets, finding and closing skill gaps, providing tailored development plans to employees, and conducting appraisals. It provides employers with tools with which they can manage, analyze, and reward employees based on their performance. This helps firms establish a culture of career growth and increase overall employee performance. As a result, it is extensively used in the BFSI, healthcare, IT, retail, and manufacturing industries.

Synthetic data generation refers to the creation of new datasets that simulate real-world data but are artificially generated. It involves creating data points that share similar statistical characteristics and patterns as the original data, without revealing any sensitive or confidential information. This technique is commonly used in various fields, such as ML, data analysis, and privacy-preserving research.

Supply chain analytics refers to the use of data analysis tools and techniques to gain insights, optimize processes, and make informed decisions within the supply chain. It involves collecting, processing, and analyzing data related to the various components of the supply chain, from procurement and production to distribution and logistics. The goal of supply chain analytics is to improve efficiency, reduce costs, enhance visibility, and ultimately contribute to better decision-making across the entire supply chain.

Space tourism refers to the commercial activity of sending private individuals into space for recreational, leisure, or adventure purposes.

Social robots are autonomous robots designed to interact and communicate with humans in a socially acceptable manner. They are equipped with advanced sensors, artificial intelligence, and communication capabilities to understand and respond to human emotions, speech, and actions. These robots are often used in various settings, such as healthcare, education, customer service, and companionship, to assist, entertain, and engage with people.

Social media listening is the process of monitoring, analyzing, and interpreting conversations, trends, and mentions across social media platforms to gain insights into public sentiment, brand perception, customer feedback, and market trends. It goes beyond tracking mentions by using tools to understand the context, emotions, and opinions behind the data, helping businesses make informed decisions, improve customer experience, manage reputation, and tailor marketing strategies effectively.

The global toilet industry has experienced remarkable advances in recent years, particularly with the rise of smart toilets, which stand out as one of the most innovative developments in home technology. As modern life becomes increasingly intertwined with digital solutions, consumers are placing a higher value on convenience, hygiene, and efficiency in their home appliances.

Smart security involves the use of an intelligent video surveillance system, intelligent video analytics, and a smart camera that includes edge-based video surveillance, wireless IP surveillance, IR bullet cameras, speed dome cameras, and Wi-Fi security cameras to ensure the security of any enterprises that can be both residential and commercial.