Talk to the Mamoda team: How was the industry’s first DiT-MoE video generation base made?

Intelligent Stuff Author | Wang Han Editor | Mo Ying In the past, many small and medium-sized businesses often encountered such problems in their operations: they needed to upload dozens of promotional materials in batches on a daily basis. Occasionally, they would directly receive a rejection prompt from the platform, which only marked the material as failing to pass the review, but did not explain the violation points, nor provide modification directions. The operations staff were confused after receiving the notice. They could only check back and forth with the online robot customer service and manual customer service repeatedly. They spent a lot of time and were unable to locate the problem. This kind of review method that only rejects without explaining has always been a common compliance problem in the advertising industry. Zhidongxi reported on July 9 that at the recent 2026 Global Digital Economy Conference, the massive engine officially released its self-developed advertising content management large model Mamoda 2.5 for the first time. It combines the MoE (Mixture of Experts) architecture with the DiT diffusion model for the first time, making it the industry's first DiT-MoE video generation base. This model can not only provide the platform with efficient advertising governance capabilities, but also provide merchants with full-process services from risk diagnosis, violation positioning to automatic material repair, helping merchants reduce compliance costs, improve material pass rates, and promote compliance efficiency upgrades in the advertising industry. It can be seen from the actual use cases of merchant users that Mamoda 2.5 can complete automatic rectification for different types of illegal materials. One advertisement material had a character holding a cigarette in the picture, and the platform prohibited the appearance of tobacco and smoking pictures. After being processed by Mamoda 2.5, the cigarettes in the picture were accurately removed, and the original visual effects of the picture were completely restored. There is also a short video material. The 9-second copy of "The Ceiling in Lily" contains an exaggerated statement that implies the best of its kind. There is a risk of violating the relevant provisions of the "Advertising Law". The system can quickly locate the illegal text and automatically correct it. The repaired material can be submitted to the advertiser for confirmation and then put into use. How does Mamoda 2.5’s DiT-MoE architecture work? Where will the future of content governance in the AI ​​era lead? Zhidongxi had an in-depth exchange with the massive engine Mamoda team.