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In this interview from theCUBE + NYSE Wired: AI Factories - Data Centers of the Future, Darren Chien, managing director of APAC at Positron AI, joins theCUBE's John Furrier to discuss how chip diversity and disaggregated inference are reshaping AI infrastructure following Positron's $875 million raise at a $5 billion valuation. Chien explains how the inference market has fractured beyond a single dominant chip, with NVIDIA, AMD, Groq and Cerebras now serving different workloads. He details Positron's focus on decode-heavy, memory-bound workloads for trillion-parameter models, optimizing for tokens per dollar and tokens per watt rather than raw speed. Chien also unpacks the NVIDIA-Groq deal as a turning point that validated disaggregated prefill-decode serving across the industry. The conversation also explores Positron's disciplined approach to its $875 million raise, which Chien frames as fuel rather than a finish line. He highlights the company's new board members, including SemiAnalysis' Dylan Patel and Netscape co-founder Jim Clark, and previews its silicon roadmap beyond the current Atlas system to future Asimov, Bradbury and Clarke chips. Chien also touches on the rapid rise of agentic AI, from booking travel to executing financial trades, and how Positron's software strategy prioritizes Hugging Face compatibility to let customers deploy models in hours rather than weeks. From sovereign cloud investments in Korea, India and Malaysia to the latency demands of real-time robotics and surgical AI, Chien outlines why token economics are becoming a matter of national economic strategy, and why chip diversity, not consolidation, will define the next phase of AI infrastructure growth. 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 02:20 - Strategic Approaches in AI Chip Economics and Product Placement 05:05 - The Groq-NVIDIA Deal Impact 07:56 - Visionary Partnerships and Strategic Growth 11:54 - Innovative Use Cases: Token Generation and AI Applications 15:55 - Adapting to Market and Resource Growth 19:50 - Board Members and Strategic Input 21:55 - Cloud Sovereignty: Economic Impact and Future Outlook #theCUBE #AIFactoriesDataCentersoftheFuture #theCUBEresearch #NYSEWired #PositronAI #AIInfrastructure

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