AI Inference Challenges & KV Caching Solution - AI inference faces challenges with large context windows, impacting tokenization and latency [1][2] - Caching context tokens speeds up responsiveness, lowers latency, and allows storing larger context amounts [4] - Effective caching requires storage systems with low latency and large capacity at scale [5] DDN's Solution & Performance - DDN's Exoscaler platform enables high-performance KV caching for AI inference, improving user concurrency, responsiveness, and user experience [7] - DDN leverages GPU direct storage (GDS) for cached engine [9] - Caching demonstrates a 10x improvement in performance with larger context [14] - DDN's Exoscaler performance can improve time to first token during inference by 10-25x [16] - DDN improves response times, provides larger cache repository space, and delivers cost-effective performance and capacity density [17] Capacity Implications - KV caching accelerates the end-user experience, putting a premium on high-performance shared storage [16] - Approximately 200,000 input characters resulted in a cache of 796 files, totaling almost 13 gigabytes [15]

AI ROI and Business Outcomes - Achieving real AI ROI requires focusing on specific business outcomes and problem-solving [4][5] - Infrastructure planning is crucial for optimizing AI investments and achieving a greater return on invested capital [6] - Enterprises should clearly define measurable metrics to gauge the success of AI projects [21] Infrastructure as a Strategic Asset - Data infrastructure is a strategic asset that drives efficiency and optimization for AI projects [8][9] - Integrating infrastructure tightly into the ecosystem maximizes investments and drives ROI [9] - Early AI deployments sometimes overlook infrastructure efficiencies, leading to underutilization and wasted resources [10] Scaling AI Factories - DDN's new enterprise hyperpod, built with Super Micro and powered by NVIDIA, helps enterprises scale AI from pilot to exascale [11] - The Hyper Pod is a pre-engineered platform that simplifies AI inference tuning for various industries, sovereign clouds, and AI factories [11][12] - This platform enables scalable deployment and is optimized for high-performance, high-scale inference or tuning [12] Industry Impact of AI Infrastructure - Healthcare and life sciences benefit from AI in drug discovery, precision medicine, and genomics, improving physician efficiency and patient care [14] - Financial services leverage AI for algorithmic trading, fraud analytics, and risk management [14] - Other industries benefiting from AI include oil and gas, automotive (self-driving cars), and next-generation hyperscalers [15][16] Advice for Enterprise Leaders - Enterprise leaders should clearly define the outcomes they want to drive and the problems they aim to solve with AI [17][18] - Maximizing return on investment in infrastructure assets is essential, considering speed, performance, and utilization [18] - Enterprises should be mindful of their unique goals when deploying AI systems [20]

FPT AI Factory Overview - FPT AI Factory provides AI platform and cloud services through collaboration with Nvidia, DDN, and other partners [1] - FPT AI Factory has developed two AI factories in Vietnam and Japan [1] - FPT AI Factory aims to make AI accessible to everyone, from large enterprises to small startups and research organizations [2] Strategic Partnerships - FPT AI Factory selected DDN due to its high provision, reliability, encryption, and service [2] - DDN offers great performance combined with space efficiency and aligns with FPT AI Factory's AI infrastructure ecosystem [3] - Nvidia systems are integrated with the DDN platform, and Nvidia's related products are tested on the DDN solution [3] AI Applications and Impact - Information technology and software, media and entertainment, and education are leading the way in AI integration [4] - Landing AI uses FPT AI Factory to shorten model training speed, speed up feature deployment, and optimize cost [5] - FPT AI Agent enhanced operational efficiency at Home Credit Vietnam's contact center, increasing performance by 50% and reducing operational cost by 60% [5] Sovereign AI and Business Transformation - FPT AI Factory enables businesses and organizations to speed up AI development while maintaining sovereign AI [6] - FPT AI Factory is transforming AI into practical business tools accessible across Vietnam's economy [6]

Core Offering & Technology - DDN's Enterprise AI HyperPOD, accelerated by NVIDIA, enables sovereign AI by powering the entire AI lifecycle, from data collection to inference [2] - The solution integrates with NVIDIA AI Enterprise software, including NIM and Nemo Retriever, and uses Neatron for advanced reasoning, automating and simplifying complex tasks [3] - DDN's solution facilitates real-time, data-informed decision-making through GPU-accelerated retrieval augmented generation workflows [3] Data Management & Processing - DDN ingests and processes multimodal datasets across edge, cloud, and on-premises infrastructures, using the HyperPOD as a turnkey data integration layer [2] - The company's technology is designed to handle data at exabyte scale, addressing the limitations of traditional tools in terms of speed, capacity, and cost [4][5] - DDN accelerates performance for AI demands, ensuring data sovereignty with secure protocols, instant scale, and simplified complexity [4] Use Cases & Applications - Monitoring space debris is highlighted as a key application, where satellite imagery generates over 100 terabytes of data daily, scaling to exabytes [4] - Nations and enterprises can leverage DDN's technology for various use cases to reduce spending, generate revenue, and mitigate business risk [5] Market Positioning & Vision - DDN positions itself as a leader in sovereign AI, offering a solution that unifies data and accelerates missions [5][6] - The company emphasizes the importance of data as a new frontier and its ability to turn data into intelligence [1]

We created this this AI universe which exists today. ...

You need the GPU side of it which is the processing of information and then you need the data side of it a massively scalable highly efficient very power efficient data intelligence platform. So DDN has written a few million lines of code which addresses that problem. DDN has written another few million lines of code that addresses database capabilities.the acceleration of the analytics layer above the GPU side data orchestration. So it's the combination of the DDN technologies which addresses the requireme ...

We are in a whole another era that's going to change the data center, the edge. >> DDN is at the forefront of this movement, powering groundbreaking use cases across life sciences, drug discovery, and beyond. >> DDN has been called AI's bestkept secret.NASA is one of the companies that trusts you. >> We are the data intelligence platform that propels the growth of AI. We would have never imagined that the whole world would be looking for this solution.>> That's what happens when two engineered CEOs get toge ...

isions. Our next guest says there is global momentum in developing sovereign artificial intelligence and not just borrowing it from hyperscalers. Paul Block is co-president a co-founder and president at DDN, a California-based data storage company.Paul, um, good morning. Great to have you with us. Thank you for joining us.>> Good morning, Juliana. Thanks for having me. >> Why does sovereign AI matter so much right now.And perhaps that's a silly question for those who are well acquainted um with the with AI ...

Welcome to Beyond Artificial, >> Jensen. >> Thank you. It's great to be here, Alex.>> Thank you very much. >> Nice to see you. >> Okay, I have to tell you how Infinia started this new product.2017, >> Nvidia said, "We want to stand up a reference architecture super pot. And we need the data part of it." And we walked away from that meeting. I said, "There's got to be a different architecture for AI." If Jensen's far-reaching vision turns into reality over the next decade or so, a completely different approa ...

Visualize how the DDN Data Intelligence Platform unifies and harmonizes data where it lives, extracting its value and efficiently orchestrating every stage of the AI pipeline while accelerating performance, securely and reliably. See how it integrates with the NVIDIA RAG blueprints and boosts efficiency and performance of your AI workflows. (This clip does not include voiceover) *************************************************** SUBSCRIBE TO OUR CHANNEL: https://www.youtube.com/channel/UCqOkz51n1zD-3UX5uUB ...