intellectual curiosity

It’s certainly appealing to be able to “schedule a review meeting” and “find the conclusions from the last discussion” within the same AI chat window. Tencent Meeting MCP/Skill provides this integration: the assistant can manage meetings and access recordings and meeting minutes. The resulting change is that by using...

On October 19, 2026, MiniMax officially released M3.1 Flash, announcing that the total cost of the Agentic task had been reduced by 70% compared to the previous generation, while online inference speed had increased nearly threefold. The API, MPlan, and MiniMax Cod...

Model providers such as Zhipu and MiniMax have launched stores on Tmall, and the AI Token recharge center has entered the Double 11 shopping festival. What does the retailization of AI services mean? From billing units and package boundaries to renewal and performance, this article breaks down the new logic behind consumer decision-making.

On October 17, DeepSeek released an update to V4.1 Flash and made the Search and Fetch APIs available. Model pricing remains unchanged, but tool calls are billed separately. How should developers evaluate performance, search quality, and the total cost of a task?

The Ministry of Commerce and the Ministry of Science and Technology are soliciting public comments on revisions to the Technology Export Catalog and are simultaneously implementing a temporary pre-export registration system for relevant technologies. How should AI companies distinguish between policy phases, technology delivery, and service invocation, and reassess their overseas expansion strategies and partnership boundaries?

ChatGPT Slides is gradually rolling out real-time collaborative editing and shared comments. This article analyzes the practical value of team collaboration, the limitations of web and desktop exports, and the issues related to permissions, content quality, and cross-software delivery that enterprises should verify when evaluating the service.

An internal study by Anthropic on employment reveals that the expansion of AI agents is transforming recruitment and the organization of work. This article breaks down the distinctions between recruitment share, agent working hours, and productivity, and discusses the burden of vetting, onboarding new hires, and actionable improvements for companies.

RTX Spark brings local AI, CUDA, and Windows to thin-and-light laptops. The top-of-the-line configuration and the starting price can’t be combined into a single machine; the real factors to consider when making a purchase are still model speed, software compatibility, sustained workload, and frequency of use.

GitHub has revamped its key detection by combining rule-based filtering with context-based classification. Cost savings exceeding 98% fall within a clearly defined range; what’s even more noteworthy is how smaller models are changing the timing of security checks, and how enterprises measure the total cost of false positives, false negatives, and true positives.

Google is extending its pre-review process for research papers to technical documentation. The value of Deep Review lies in breaking down the review process into actionable steps, but factors such as the one-year retention period, false positives, and the cost of manual review will determine whether it can be integrated into enterprise workflows.