OpenAI and Mazda Explore AI-Powered Engineering Design: From CAD Drawing to Actual Manufacturing—What Steps Are Still Missing?

There is a long way to go between having AI generate a beautiful product image and having a factory manufacture a product from those drawings that can be assembled and used. On November 3, 2026, OpenAI announced progress in its physical engineering research and revealed a research partnership with Mazda to expand its exploration into aerodynamics...

Walmart Plans to Create a Separate Database for AI: Commercializing "Agent"—First, Resolving Who Grants Authorization and Who Pays the Bill

It’s not hard to get an AI to find a carton of milk. But getting it to choose the right size, use the correct payment method, know when to stop when prices change, and provide a clear resolution process in case of a mistake—that’s what comes close to a sustainable business. On October 21, Walmart announced its arrangements for shopping agents: A...

Genie 4 Unveiled: An AI World You Can Step Into—How Far Are We From a Reliable Simulation?

Create a video set at the beach where the viewer walks along the shore, turns around, changes the weather, and continues exploring. While it may seem like just a few extra buttons, there are actually two very different product requirements behind them. The former can tell a complete story within a fixed timeframe, while the latter must constantly respond to the viewer’s choices and ensure that what has already happened influences subsequent scenes...

Coordinating 11 Laboratories on His Own: How Is Cody Tranbarger Using Claude to Advance Rare Disease Research and Development?

“The most common perception of a ”one-person company” is that a single individual uses AI to write code, create designs, and handle sales. But when that company is researching drugs, the story cannot be understood solely in terms of miracles of efficiency. Experiments rely on real equipment and professionals, and conclusions must stand up to scrutiny; reducing the size of the organization does not eliminate scientific risks...

Now that AI Has Provided Proof, What More Does Science Need?

How far is a machine-generated, lengthy proof from making it into a textbook? The academic collaboration initiative announced by OpenAI on October 26, 2026, has brought this question to the forefront. It involves three areas of research—harmonic analysis, computational complexity, and quantum field theory—and attempts to use various methods of public disclosure to enable the field...

Growth and Investments in Yushu’s Third-Quarter Report

Yushu Technology’s third-quarter report for 2026 should not be interpreted merely as a “report card” showing a “sharp rise in revenue.” Revenue continued to grow rapidly in the third quarter, but net profit attributable to shareholders fell year-over-year; while net profit attributable to shareholders rose significantly in the first three quarters, net profit excluding non-recurring items actually declined. These seemingly contradictory sets of data actually point to the same issue: the business...

Is Enterprise AI Effective? Why Can’t We Just Look at the Rankings?

Take the same model: in a demo, it can read long articles and write polished reports, but once integrated with the company’s cloud storage and business systems, it might mistake old policies for new regulations or say “prepared to send” when it actually means “already sent.” Such discrepancies aren’t necessarily solved by switching to a model that ranks higher on the leaderboard. What enterprises are buying is...

Sentra Raises $150 Million in Funding: AI Agents Are Here—First, Let’s Make Sure We Know What They Can Read

A company connected an AI agent to a shared drive, originally intending only to have it answer product-related questions. However, the same set of access permissions might also grant access to quote drafts, old customer contracts, and employee records. Without cracking any passwords, the agent had already gained access to information it was not supposed to see. This hypothetical scenario illustrates how enterprise AI...

Salesforce Plans to Acquire Cresta: The Next Step for Voice AI Is to Resolve Customer Issues

A customer called to request a change to the order address, and the AI understood the request and provided a polite response. However, if the order system wasn’t updated and the warehouse still shipped the order to the old address, this phone call didn’t truly resolve the issue. This hypothetical scenario illustrates that the value of voice AI must be validated along the business process: simply recognizing a request is only...