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In this interview from the Dell Technologies AI Leadership Symposium, Nick Mann, staff technical program manager at Deepgram, joins theCUBE's John Furrier to discuss how enterprises are scaling voice AI infrastructure from research to production. Mann explains that Deepgram builds speech-to-text, text-to-speech and voice agent models that give developers and businesses a more natural, screen-free way to interact with AI. He describes serving two distinct customer bases — an internal research team that consumes massive compute and tens of thousands of external API customers with unpredictable, scaling workloads — both of which rely on Deepgram's partnership with Dell to keep infrastructure invisible and always on. The conversation also explores the industry's shift toward AI factories, where semiconductor innovation, memory-first architectures and custom chip development are reshaping how intelligence gets produced at scale. Mann compares the moment to the IoT boom he experienced while working at Nest, arguing that today's tooling has compressed the path from idea to production even as latency, performance and scalability remain non-negotiable for enterprise customers. He details Deepgram's philosophy of continuous retraining, treating even top-performing models as temporary given how fast the field moves. Mann also highlights the company's flexible deployment model, supporting both its own cloud infrastructure and customer-hosted deployments, while working with Dell on solutions ranging from small business hardware to enterprise-scale systems. From voice models trained to cut through air traffic control noise to the ambition of running AI natively and air-gapped on personal laptops, Mann outlines how Deepgram is building the infrastructure to meet users wherever they engage with AI. Find more SiliconANGLE news and analysis https://siliconangle.com/ Follow theCUBE's wall-to-wall event coverage https://siliconangle.com/events/ Learn about the latest theCUBE events https://www.thecube.net/ 00:00 - Intro 00:01 - Navigating AI: Foundations, Focus, and Future 03:15 - Title: Advancements in AI: Architecture, Innovation, and Robustness 07:53 - Innovative Infrastructure and Integrated Deployment Strategies 11:01 - Title: Coalescing Innovations: Partnerships and the Future of AI Technology 13:44 - AI in Daily Life: Empowerment and Future Horizons #theCUBE #DellAILeadershipSymposium #theCUBEresearch #Deepgram #Dell #AI #VoiceAI

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