As the generative AI wave sweeps the globe, edge AI chip manufacturers are no longer just hardware suppliers, but are actively expanding their reach into applications and software layers. With AI inference architectures shifting from the cloud to edge devices, the ability to provide a more complete, user-friendly, and efficient software development toolchain will be key to market success. This article will delve into industry dynamics and player strategies, guiding you through this battle for the expansion of the AI ​​application landscape.