Limited Computing Resources: Amazon Cuts Multiple Self-Developed AI Projects to Go All-In on "Flagship Large Models"

Amazon's AI strategy is undergoing a major shift. Multiple Nova flagship models have been downgraded to "maintenance mode," and some AI teams have been laid off, as the company concentrates its engineering resources and computing power on the development of next-generation cutting-edge foundation models, shifting from a multi-pronged approach to focused breakthroughs.

On July 28, citing insiders, reports stated that the products being downgraded include Nova Premier, Nova Omni, the video generation model Reel, and the image generation model Canvas. Notably, Nova Omni, the flagship multimodal model highlighted at last year's AWS re:Invent conference, has exited the core R&D lineup less than a year after its release.

Meanwhile, Amazon laid off some employees in its AGI (Artificial General Intelligence) division last week and shut down the AGI Lab, a research institute established less than two years ago. The AGI organization, once considered central to the company's AI strategy, is gradually fading from the spotlight amid management adjustments and organizational restructuring.

Citing insiders, the report stated that Amazon has now fully tilted its AI resources toward its internal advanced model research team, with the next generation of flagship foundation models expected to launch as early as this fall. This comprehensive adjustment involving products, organization, and R&D roadmap reflects Amazon's abandonment of its previous strategy of parallel development across multiple model product lines, turning instead to concentrate resources on achieving capabilities in the most advanced large models.

Multiple Nova Models Enter "Maintenance Mode"

Citing insiders, the report stated that Amazon has adjusted Nova Premier, Nova Omni, the video generation model Reel, and the image generation model Canvas to what is internally referred to as "KTLO" (Keep the Lights On, or maintenance mode).

KTLO is a common term in software engineering, meaning that while the product will continue to support existing customers, it will only maintain necessary operations and will no longer receive major R&D resource investment. This adjustment means that Nova Omni 2, the flagship multimodal model prominently launched at last year's AWS re:Invent conference, has lost its strategic priority in less than a year.

In response, an Amazon spokesperson stated that the company continues to support AI models in production environments, as customers still rely on these services. "AI models remain one of our most important priorities, and this has not changed," the spokesperson said, adding that the company will continue to adjust its model portfolio based on customer needs and provide clear migration paths for customers.

Updates to follow