So AI developers what we hear is that I think it's just started I think right after the DeepSeek expansion in January. And so the first one is that we found majority of my customers and developers are reaching out to back to us to asking about all the AI capability offering, because in the past, on the recognition side is that they know AI is there, and a lot of news about AI, but they don't really think that the AI offering will be connected to their existing business. Either it's more expensive, too expensive, unaffordable, or it would be too difficult. So, I think that right after the DeepSeek exposure, both in America and the China market, every customer aware that they can bring AI into the physical use cases. And then I think the first one is that we got so many calls. And then we use that time windows to launch either launch a new platform, the AI agent development platform, but also to hold our -- to launch that as our developer conference. So that brings a very positive and very active feedback. And so right now the AI developer penetration is that we're trying to educate those customers who call and by telling them what capabilities out there in the platform and how they can develop upon those capabilities to turn that into the real devices use cases. It's more like an educating period. And right now I will see that the demand comes from the global market. So majority of my major or key customers either from Europe, from America, from Latin America and Southeast Asia. So they are -- those customers have very strong retail channels, or have very strong brands, who can do quite well about the end users' educations and marketing. So those customers will be the major cause and on the demanding side. And on the technical development side, so in 2 parts. The first part is that those ones who are focused on turn the AI or in-build the AI capability into the device. So it's more following the right penetration on the device development and manufacturing. So maybe a bigger portion come from mainland China, but still we got multiple ones from Korea, from Turkey, from Southeast Asia too. And so that's following -- perfectly fits the penetration about the hardware manufacturing deployment. That's the first one. And the second one is about software. So software, I'll say that it's more diversified. And either it's different types of software innovators through the MCP protocols, and more come from the mobile internet developer ecosystem and also the cloud-based developers and who come through the cloud infrastructures into us. Yeah, so it's more diversified on a global basis. I think that's for the first quarter or including till now, it's still in the Phase 1. It's about the recognition about capability, education about the developer kit, and then a lot of prototype, POC and demonstration deployment.