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Premium Pass
8:13 PM
  1. Expo Theater 1
7:30 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Physical AI Track
9:00 AM
  1. Main Stage
9:35 AM
  1. AI Data Center Track
    As demand for AI accelerates, infrastructure leaders face unprecedented uncertainty and opportunity. Join Kevin Janda, Corporate Vice President of Cloud Operations + Innovation at Microsoft, for a can …
  2. Compute
  3. Data & Models
  4. Data Movement
  5. Physical AI Track
    Physical AI is moving intelligence out of the data center and into the real world, powering machines that can percieve, reason, and act. From robotics and autonomous systems to edge compute and next-g …
9:55 AM
  1. AI Data Center Track
  2. Main Stage
  3. Physical AI Track
    Bringing AI into the physical world is one of the most important — and most difficult — frontiers in the field today. In this keynote conversation, Archetype AI Founder and CEO Ivan Poupyrev sits down …
10:15 AM
  1. AI Data Center Track
  2. Main Stage
  3. Physical AI Track
    To be deployed safely and effectively in factories, warehouses and homes, Physical AI systems must undergo rigorous training. Digital twins are becoming a critical bridge between the digital and physi …
10:30 AM
  1. Expo Theater 1
  2. Expo Theater 2
10:35 AM
  1. AI Data Center Track
  2. Compute
  3. Data & Models
  4. Data Movement
  5. Main Stage
  6. Physical AI Track
10:45 AM
  1. Expo Theater 1
    Adopting a new AI accelerator shouldn't mean choosing between better hardware and the tools you already know. Developers need purpose-built hardware they can use immediately with a development experie …
  2. Expo Theater 2
11:00 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
    As AI shifts from static models to swarms of agents, much of today’s infrastructure is still optimized for yesterday’s workloads. The real bottleneck is no longer just GPU capacity; it is the intercon …
  5. Expo Theater 1
    See how AI cloud providers can deploy, scale, and operate GPU infrastructure in minutes instead of weeks through automated provisioning and lifecycle management. Learn how modern platform automation s …
  6. Expo Theater 2
  7. Main Stage
    Two realities have become increasingly clear. First, AI has the potential to deliver a step change in business outcomes for every enterprise. Second, translating that potential into real-world busines …
  8. Physical AI Track
    Physical AI is no longer a concept on a roadmap — it is actively reshaping manufacturing floors, hospital systems, logistics networks, and energy infrastructure around the world. The industry has reac …
11:20 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    This panel will explore how engineers, platform developers, and model builders are working to close the sim-to-real gap and engineer robots that can act with genuine autonomy when deployed in the real …
11:30 AM
  1. Expo Theater 1
  2. Expo Theater 2
    Getting a model into production is where AI infrastructure gets painful. In the cloud it is never one step. You get the model running on your target accelerator, make it correct, make it fast, keep it …
11:45 AM
  1. Expo Theater 1
    A production database deleted by Claude in nine seconds flat, all because of a stale API token in a forgotten file. A typical email phishing attempt turned data exfiltration disaster, all because the …
  2. Expo Theater 2
    AI innovation gets framed around GPUs and model architecture, but training runs can spend half their time or more on network transit. That makes the network, not just compute, the deciding factor in w …
12:00 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
    The “network wall” has become one of the primary bottlenecks in large-scale AI training and inference. While compute FLOPS have doubled every 18 months, switch ASIC capacity and radix have historicall …
  5. Expo Theater 1
  6. Expo Theater 2
  7. Main Stage
  8. Physical AI Track
    Recent advances in foundation models have transformed what is possible in robotics and autonomous systems. Yet, one of the biggest challenges remains generalization: how can an intelligent system that …
12:20 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
12:45 PM
  1. Expo Theater 1
1:00 PM
  1. Expo Theater 1
  2. Expo Theater 2
  3. Meeting Room 206
    Are you burning tokens or building value? In this workshop, participants will learn how an AI assistant can dynamically route each request using OCI Enterprise AI powered by NVIDIA. The assistant uses …
1:15 PM
  1. Expo Theater 1
    Most inference cost conversations start with power. This one starts with placement. Prefill and decode are different workloads. Prefill is compute bound. Decode is memory bandwidth bound. Serving both …
  2. Expo Theater 2
1:30 PM
  1. Expo Theater 1
    The industry has made extraordinary progress in compute, models and AI platforms. The next challenge is transforming these capabilities into enterprise intelligence that can operate at scale. Practiti …
  2. Expo Theater 2
1:45 PM
  1. Expo Theater 2
2:00 PM
  1. AI Data Center Track
  2. Compute Track
    As AI moves into the inference era, scaling real-world deployments becomes the core challenge. This session explores how infrastructure built for production-scale inference is key to enabling sovereig …
  3. Data & Models Track
  4. Data Movement Track
  5. Expo Theater 1
  6. Expo Theater 2
  7. Main Stage
    For two decades, AI infrastructure has been built on the assumption that memory is cheap and plentiful. That era is over. HBM is sold out through 2026, supply constraints are projected to persist into …
  8. Physical AI Track
    Surgical robotics is not a new field, but, as robotic systems become more autonomous and begin operating in safety-critical, human-centric environments, trust is paramount. This intimate discussion wi …
2:20 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    This session gathers leaders in robotics, IIoT, and construction to discuss the critical infrastructure—the rugged hardware, edge connectivity, and real-time sensory systems—required to bring AI into …
2:30 PM
  1. Meeting Room 206
    Developers want the best token economics for their AI workloads without rewriting their code. AWS Trainium delivers exactly that — strong performance for training and inference with the PyTorch + Hugg …
3:00 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Expo Theater 2
  6. Main Stage
  7. Physical AI Track
    The next generation of AI won’t live on screens – it will operate robots, autonomous systems, factories, vehicles, medical devices, and critical infrastructure. To succeed, these Physical AI systems m …
3:20 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
3:45 PM
  1. Expo Theater 2
    The semiconductor industry continues to underpin advances across industrial, consumer and dual-use domains, enabling the rapid evolution of Agentic AI. As the insatiable performance demands intensify, …
3:50 PM
  1. AI Data Center Track
  2. Compute Track
    As AI data centers evolve to serve diverse models and workload patterns, the era of “one GPU does everything” is ending. Achieving optimal tokens per dollar now depends on effectively combining hetero …
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    As Physical AI demonstrates its value across industries, this presentation will explore the challenges Boeing are facing when applying Physical AI to their aerospace operations. Bala will outline the …
4:00 PM
  1. Expo Theater 1
  2. Meeting Room 206
    AI is constrained more by power than by chips. U.S. data center demand is expected to exceed 80 GW by 2030, up from 25 GW, but interconnection timelines can take 5 to 7 years. Utilities cannot plan; d …
4:10 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    Industrial robots are moving beyond rigid, waypoint-based programming towards true autonomy. This session will explore the technologies and architectures that are emerging in both research and industr …
4:30 PM
  1. Expo Theater 2
    The Governance Crisis Behind America’s AI Infrastructure Boom
4:45 PM
  1. Expo Theater 2
4:50 PM
  1. AI Data Center Track
  2. Compute Track
    Modern AI clusters require far more than high-speed switching. Large GPU deployments combine edge networking, Ethernet fabrics, InfiniBand, NVLink, and host/DPU networking into a tightly coupled syste …
  3. Data & Models Track
    Historically, resilience defined system limits. Now, agentic AI is shifting that constraint to scale. Always-on agents create continuous, machine-driven demand that compounds across APIs, services, an …
  4. Data Movement Track
    Discover how Xinnor, Celestica, and Megware eliminated storage bottlenecks on two of Germany’s largest University supercomputers, scaling up to 1500 compute nodes and reaching #3 on the IO500 list. We …
  5. Main Stage
    Before Positron, Mitesh Agrawal ran one of the world's largest GPU clouds—which put him across the table from nearly every AI chip startup pitch of the past decade. The technology was often novel. He …
  6. Physical AI Track
    Robotics and Physical AI are seeing rapid advancements and huge investments, but real-world industrial deployment is often slower and more complex than headlines would suggest. This presentation takes …
5:10 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Physical AI Track
    Manufacturing is emerging as a key proving ground for Physical AI, where intelligent systems can drive efficiency, adaptability, and resilience on the factory floor. In this session, hear how Novelis …
7:45 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Physical AI Track
9:00 AM
  1. Main Stage
9:10 AM
  1. Main Stage
    The cost of AI is growing exponentially — but so is the opportunity. The winners won't be those with only the fastest chip. They'll be those who deliver the best token economics — and that requires pu …
9:35 AM
  1. AI Data Center Track
  2. Compute
  3. Data & Models
  4. Data Movement
  5. Physical AI Track
    AI-powered humanoids are rapidly advancing from prototype to real-world deployment, but scaling them remains a complex challenge. This session explores the key technological, operational, and economic …
9:45 AM
  1. Main Stage
    Building AI superclusters requires tightly integrated networking, storage, and architectures which deliver predictable performance across hundreds of thousands of GPUs and CPUs. Join Oracle and NVIDIA …
9:55 AM
  1. AI Data Center Track
  2. Physical AI Track
    Humanoid robots expose the hardest version of the compute-energy problem. High-performance AI for perception, planning and control must be balanced within strict power, thermal & form-factor limits, c …
10:15 AM
  1. AI Data Center Track
    Compute is becoming a strategic asset in the AI economy. As organizations move from AI experimentation to scaled deployment, access to the right compute infrastructure will determine their ability to …
  2. Physical AI Track
    As environmental disasters become more frequent, Physical AI can become a critical tool to mitigate devastating effects. In this session, hear how Lockheed Martin's autonomous agents were critical in …
10:25 AM
  1. Main Stage
10:30 AM
  1. Expo Theater 1
    Experience live generative AI inference on Epic Semi's RISC-V AI server, purpose-built for modern AI infrastructure. Powered by a 48-core architecture comprising 32 high-performance CPU cores and 16 i …
  2. Expo Theater 2
10:35 AM
  1. AI Data Center Track
  2. Compute
  3. Data & Models
  4. Data Movement
  5. Main Stage
  6. Physical AI Track
11:00 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
    AI's data gravity is reshaping the storage stack. As context windows expand, agentic workflows multiply, and KV-cache and CMX tiers grow beyond what DRAM and HBM can economically hold, NVMe SSDs are e …
  5. Expo Theater 1
  6. Expo Theater 2
  7. Main Stage
  8. Physical AI Track
    To be capable of day-to-day tasks, humanoid robots must be capable of picking, placing, and moving a variety of objects. Currently, humanoid dexterity and tactile sensing does not match that of their …
11:20 AM
  1. AI Data Center Track
  2. Compute Track
    Join chip design startup founders, VCs and leaders from the semiconductor ecosystem for an engaging discussion on what it takes to build a chip design startup from the ground up. From idea incubation …
  3. Data & Models Track
  4. Data Movement Track
    As frontier models scale to trillions of parameters and employ increasingly advanced architectures, memory remains a critical determinant of system performance, efficiency and reliability. In this pan …
  5. Main Stage
  6. Physical AI Track
    This panel will address the most limiting factor facing humanoid deployment today – we do not have enough, good data. The discussion will explore what it means for humanoid training data to be “good”, …
11:30 AM
  1. Expo Theater 1
    Training usually gets the headlines, but inference pays the bills, and for most AI products, it's where margins are won or lost. Today, the vast majority of inference runs on hyperscale clouds or abst …
  2. Expo Theater 2
12:00 PM
  1. AI Data Center Track
  2. Compute Track
    Processors in edge devices are continually being driven to meet ever increasing performance demands driven by the proliferation of AI at the edge, while the ease of rapidly porting ever larger softwar …
  3. Data & Models Track
  4. Data Movement Track
  5. Expo Theater 1
  6. Expo Theater 2
  7. Main Stage
  8. Physical AI Track
    The next major leap in AI is not only just processing texts, but also predicting and interacting with the physical world. World models and physical AI bridge digital reasoning with real-world executio …
12:15 PM
  1. Expo Theater 1
    A deep dive session following on from the MLPerf Inference 6.1 results announcement on the Main Stage on Wednesday morning. 
  2. Expo Theater 2
    The first era of generative AI rewarded scale: larger models, larger clusters, and larger datasets.  Physical AI requires a different kind of scaling. Robots, vehicles, cameras, drones, and industrial …
12:20 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
12:45 PM
  1. Expo Theater 1
  2. Expo Theater 2
    Physical AI—from autonomous robotics and edge drones to smart manufacturing—demands a fundamentally different kind of compute. Today's accelerators are hitting a physical wall, constrained by strict t …
1:00 PM
  1. Expo Theater 2
  2. Meeting Room 206
1:15 PM
  1. Expo Theater 2
    As enterprises race to deploy AI, the conversation has shifted from model performance to architectural control. How do organizations build AI capabilities they truly own—without becoming dependent on …
  2. Roundtables / 1-2-1 Meeting Room
1:30 PM
  1. Expo Theater 1
2:00 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Expo Theater 1
  6. Expo Theater 2
  7. Main Stage
  8. Physical AI Track
    Recent advancements in Physical AI are accelerating the deployment of humanoids in people-centric, unstructured environments. This presentation explores the key engineering innovation enabling safe hu …
2:20 PM
  1. AI Data Center Track
  2. Compute Track
    The underlying hardware of AI infrastructure contains severe vulnerabilities, is increasingly targeted by nation-states and is putting the AI Economy at risk that’s estimated to be $15T in additional …
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
    As enterprises move from isolated model interactions to agentic systems, infrastructure is becoming the defining challenge. A single request may trigger dozens of model interactions, retrieval operati …
  6. Physical AI Track
    Physical AI systems are increasingly being deployed in a variety of settings, from road to the factory floor, but the model architecture that will unlock the massive scaling potential of autonomous, e …
2:30 PM
  1. Expo Theater 1
  2. Meeting Room 206
    The AI Infrastructure Leader: Architecting the Enterprise Foundation for the AI Era
2:40 PM
  1. Main Stage
    As AI evolves from chatbots and copilots to autonomous agents, the demands placed on data centers are changing dramatically. Agentic AI is driving an explosion in inference workloads, memory requireme …
3:00 PM
  1. AI Data Center Track
    Legacy infrastructure management can't keep pace with rapid AI data center scaling, complex and expensive high-density racks, ballooning power demands, and increasing threats from sophisticated attack …
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Expo Theater 1
  6. Expo Theater 2
  7. Main Stage
  8. Physical AI Track
    Quadric's Chimera(R) general purpose NPU is a Python & C++ programmable processor natively designed for matrix computation at the heart of AI models, not a data center architecture squeezed into a car …
3:20 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
3:30 PM
  1. Expo Theater 1
    Model evaluation inference workloads can consume a meaningful amount of GPU capacity, but high allocation does not always mean high utilization. This talk is for platform engineers, infrastructure eng …
3:45 PM
  1. Expo Theater 1
    At Superlinked we run a fleet of agents around the clock, optimizing inference from cluster topology down to the GPU runtime. The same infrastructure powers our autoresearch for fine-tuning and LoRAs, …
3:50 PM
  1. AI Data Center Track
  2. Compute Track
    For NeoCloud operators, acquiring GPU capacity is only the beginning. Once the infrastructure is online, the commercial clock starts: the immediate priority is turning that capacity into a service cus …
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    Real-time data processing at the edge is crucial as AI moves out of the cloud & into mission-critical environments. In defense & aerospace systems, vast amounts of sensor data, from radar and imaging …
4:00 PM
  1. Expo Theater 1
  2. Expo Theater 2
  3. Meeting Room 206
4:10 PM
  1. AI Data Center Track
    The innovation cycles for AI data centers as well as co-design specialization can boost performance but trade off supply chain strength, increasing costs and reducing efficiency. To solve this challen …
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    How do you integrate Physical AI efficiently & effectively into existing manufacturing or logistics systems? This panel brings together leaders from the compute & data worlds, alongside the enterprise …
4:15 PM
  1. Expo Theater 1
  2. Expo Theater 2
4:30 PM
  1. Expo Theater 1
  2. Expo Theater 2
4:45 PM
  1. Expo Theater 1
  2. Expo Theater 2
4:50 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    Physical AI won't be won by just models alone, real-world deployment depends on the integration of hardware, software, orchestration and environment constraints. In this session, hear why success in d …
5:10 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
    Compliance activities in financial services and insurance remain dominated by manual checks and siloed rule engines, despite increasing transaction volumes and regulatory complexity. This keynote expl …
  4. Data Movement Track
  5. Physical AI Track
    Deploying Physical AI in real-world environments comes with unique challenges—from integration and data readiness to scalability and operational impact. Yet organizations that get it right are already …
7:45 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
9:30 AM
  1. Main Stage
10:35 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Main Stage
10:45 AM
  1. Expo Theater 1
  2. Expo Theater 2
11:15 AM
  1. Expo Theater 1
  2. Expo Theater 2
11:30 AM
  1. Expo Theater 1
  2. Expo Theater 2
11:45 AM
  1. Expo Theater 1
  2. Expo Theater 2
12:00 PM
  1. AI Data Center Track
  2. Compute Track
    The rapid adoption of GPU infrastructure for AI workloads has introduced increasingly complex hardware ecosystems. This session explores hardware-level attack surfaces, vulnerabilities, and defense st …
  3. Data & Models Track
  4. Expo Theater 1
  5. Expo Theater 2
  6. Main Stage
12:20 PM
  1. AI Data Center Track
  2. Compute Track
  3. Main Stage
12:45 PM
  1. Expo Theater 2
1:00 PM
  1. Expo Theater 2
1:15 PM
  1. Expo Theater 2
1:30 PM
  1. Expo Theater 2
1:45 PM
  1. Expo Theater 2
2:00 PM
  1. AI Data Center Track
  2. Compute Track
    Dive into the journey of AI workloads on AWS Trainium3 — from distributed training to fine-tuning and deployment. This talk showcases how to optimize each stage using the Neuron SDK. We'll demonstrate …
  3. Data & Models Track
3:00 PM
  1. AI Data Center Track
    Every intelligence inherits the conditions it was formed in. When those conditions are extractive, intelligence compounds extraction — grids that burn, water that leaves, value that passes through and …
  2. Compute Track
  3. Data & Models Track
Premium Pass
8:13 PM
  1. Expo Theater 1
7:30 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Physical AI Track
9:00 AM
  1. Main Stage
9:35 AM
  1. AI Data Center Track
    As demand for AI accelerates, infrastructure leaders face unprecedented uncertainty and opportunity. Join Kevin Janda, Corporate Vice President of Cloud Operations + Innovation at Microsoft, for a can …
  2. Compute
  3. Data & Models
  4. Data Movement
  5. Physical AI Track
    Physical AI is moving intelligence out of the data center and into the real world, powering machines that can percieve, reason, and act. From robotics and autonomous systems to edge compute and next-g …
9:55 AM
  1. AI Data Center Track
  2. Main Stage
  3. Physical AI Track
    Bringing AI into the physical world is one of the most important — and most difficult — frontiers in the field today. In this keynote conversation, Archetype AI Founder and CEO Ivan Poupyrev sits down …
10:15 AM
  1. AI Data Center Track
  2. Main Stage
  3. Physical AI Track
    To be deployed safely and effectively in factories, warehouses and homes, Physical AI systems must undergo rigorous training. Digital twins are becoming a critical bridge between the digital and physi …
10:30 AM
  1. Expo Theater 1
  2. Expo Theater 2
10:35 AM
  1. AI Data Center Track
  2. Compute
  3. Data & Models
  4. Data Movement
  5. Main Stage
  6. Physical AI Track
10:45 AM
  1. Expo Theater 1
    Adopting a new AI accelerator shouldn't mean choosing between better hardware and the tools you already know. Developers need purpose-built hardware they can use immediately with a development experie …
  2. Expo Theater 2
11:00 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
    As AI shifts from static models to swarms of agents, much of today’s infrastructure is still optimized for yesterday’s workloads. The real bottleneck is no longer just GPU capacity; it is the intercon …
  5. Expo Theater 1
    See how AI cloud providers can deploy, scale, and operate GPU infrastructure in minutes instead of weeks through automated provisioning and lifecycle management. Learn how modern platform automation s …
  6. Expo Theater 2
  7. Main Stage
    Two realities have become increasingly clear. First, AI has the potential to deliver a step change in business outcomes for every enterprise. Second, translating that potential into real-world busines …
  8. Physical AI Track
    Physical AI is no longer a concept on a roadmap — it is actively reshaping manufacturing floors, hospital systems, logistics networks, and energy infrastructure around the world. The industry has reac …
11:20 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    This panel will explore how engineers, platform developers, and model builders are working to close the sim-to-real gap and engineer robots that can act with genuine autonomy when deployed in the real …
11:30 AM
  1. Expo Theater 1
  2. Expo Theater 2
    Getting a model into production is where AI infrastructure gets painful. In the cloud it is never one step. You get the model running on your target accelerator, make it correct, make it fast, keep it …
11:45 AM
  1. Expo Theater 1
    A production database deleted by Claude in nine seconds flat, all because of a stale API token in a forgotten file. A typical email phishing attempt turned data exfiltration disaster, all because the …
  2. Expo Theater 2
    AI innovation gets framed around GPUs and model architecture, but training runs can spend half their time or more on network transit. That makes the network, not just compute, the deciding factor in w …
12:00 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
    The “network wall” has become one of the primary bottlenecks in large-scale AI training and inference. While compute FLOPS have doubled every 18 months, switch ASIC capacity and radix have historicall …
  5. Expo Theater 1
  6. Expo Theater 2
  7. Main Stage
  8. Physical AI Track
    Recent advances in foundation models have transformed what is possible in robotics and autonomous systems. Yet, one of the biggest challenges remains generalization: how can an intelligent system that …
12:20 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
12:45 PM
  1. Expo Theater 1
1:00 PM
  1. Expo Theater 1
  2. Expo Theater 2
  3. Meeting Room 206
    Are you burning tokens or building value? In this workshop, participants will learn how an AI assistant can dynamically route each request using OCI Enterprise AI powered by NVIDIA. The assistant uses …
1:15 PM
  1. Expo Theater 1
    Most inference cost conversations start with power. This one starts with placement. Prefill and decode are different workloads. Prefill is compute bound. Decode is memory bandwidth bound. Serving both …
  2. Expo Theater 2
1:30 PM
  1. Expo Theater 1
    The industry has made extraordinary progress in compute, models and AI platforms. The next challenge is transforming these capabilities into enterprise intelligence that can operate at scale. Practiti …
  2. Expo Theater 2
1:45 PM
  1. Expo Theater 2
2:00 PM
  1. AI Data Center Track
  2. Compute Track
    As AI moves into the inference era, scaling real-world deployments becomes the core challenge. This session explores how infrastructure built for production-scale inference is key to enabling sovereig …
  3. Data & Models Track
  4. Data Movement Track
  5. Expo Theater 1
  6. Expo Theater 2
  7. Main Stage
    For two decades, AI infrastructure has been built on the assumption that memory is cheap and plentiful. That era is over. HBM is sold out through 2026, supply constraints are projected to persist into …
  8. Physical AI Track
    Surgical robotics is not a new field, but, as robotic systems become more autonomous and begin operating in safety-critical, human-centric environments, trust is paramount. This intimate discussion wi …
2:20 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    This session gathers leaders in robotics, IIoT, and construction to discuss the critical infrastructure—the rugged hardware, edge connectivity, and real-time sensory systems—required to bring AI into …
2:30 PM
  1. Meeting Room 206
    Developers want the best token economics for their AI workloads without rewriting their code. AWS Trainium delivers exactly that — strong performance for training and inference with the PyTorch + Hugg …
3:00 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Expo Theater 2
  6. Main Stage
  7. Physical AI Track
    The next generation of AI won’t live on screens – it will operate robots, autonomous systems, factories, vehicles, medical devices, and critical infrastructure. To succeed, these Physical AI systems m …
3:20 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
3:45 PM
  1. Expo Theater 2
    The semiconductor industry continues to underpin advances across industrial, consumer and dual-use domains, enabling the rapid evolution of Agentic AI. As the insatiable performance demands intensify, …
3:50 PM
  1. AI Data Center Track
  2. Compute Track
    As AI data centers evolve to serve diverse models and workload patterns, the era of “one GPU does everything” is ending. Achieving optimal tokens per dollar now depends on effectively combining hetero …
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    As Physical AI demonstrates its value across industries, this presentation will explore the challenges Boeing are facing when applying Physical AI to their aerospace operations. Bala will outline the …
4:00 PM
  1. Expo Theater 1
  2. Meeting Room 206
    AI is constrained more by power than by chips. U.S. data center demand is expected to exceed 80 GW by 2030, up from 25 GW, but interconnection timelines can take 5 to 7 years. Utilities cannot plan; d …
4:10 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    Industrial robots are moving beyond rigid, waypoint-based programming towards true autonomy. This session will explore the technologies and architectures that are emerging in both research and industr …
4:30 PM
  1. Expo Theater 2
    The Governance Crisis Behind America’s AI Infrastructure Boom
4:45 PM
  1. Expo Theater 2
4:50 PM
  1. AI Data Center Track
  2. Compute Track
    Modern AI clusters require far more than high-speed switching. Large GPU deployments combine edge networking, Ethernet fabrics, InfiniBand, NVLink, and host/DPU networking into a tightly coupled syste …
  3. Data & Models Track
    Historically, resilience defined system limits. Now, agentic AI is shifting that constraint to scale. Always-on agents create continuous, machine-driven demand that compounds across APIs, services, an …
  4. Data Movement Track
    Discover how Xinnor, Celestica, and Megware eliminated storage bottlenecks on two of Germany’s largest University supercomputers, scaling up to 1500 compute nodes and reaching #3 on the IO500 list. We …
  5. Main Stage
    Before Positron, Mitesh Agrawal ran one of the world's largest GPU clouds—which put him across the table from nearly every AI chip startup pitch of the past decade. The technology was often novel. He …
  6. Physical AI Track
    Robotics and Physical AI are seeing rapid advancements and huge investments, but real-world industrial deployment is often slower and more complex than headlines would suggest. This presentation takes …
5:10 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Physical AI Track
    Manufacturing is emerging as a key proving ground for Physical AI, where intelligent systems can drive efficiency, adaptability, and resilience on the factory floor. In this session, hear how Novelis …
7:45 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Physical AI Track
9:00 AM
  1. Main Stage
9:10 AM
  1. Main Stage
    The cost of AI is growing exponentially — but so is the opportunity. The winners won't be those with only the fastest chip. They'll be those who deliver the best token economics — and that requires pu …
9:35 AM
  1. AI Data Center Track
  2. Compute
  3. Data & Models
  4. Data Movement
  5. Physical AI Track
    AI-powered humanoids are rapidly advancing from prototype to real-world deployment, but scaling them remains a complex challenge. This session explores the key technological, operational, and economic …
9:45 AM
  1. Main Stage
    Building AI superclusters requires tightly integrated networking, storage, and architectures which deliver predictable performance across hundreds of thousands of GPUs and CPUs. Join Oracle and NVIDIA …
9:55 AM
  1. AI Data Center Track
  2. Physical AI Track
    Humanoid robots expose the hardest version of the compute-energy problem. High-performance AI for perception, planning and control must be balanced within strict power, thermal & form-factor limits, c …
10:15 AM
  1. AI Data Center Track
    Compute is becoming a strategic asset in the AI economy. As organizations move from AI experimentation to scaled deployment, access to the right compute infrastructure will determine their ability to …
  2. Physical AI Track
    As environmental disasters become more frequent, Physical AI can become a critical tool to mitigate devastating effects. In this session, hear how Lockheed Martin's autonomous agents were critical in …
10:25 AM
  1. Main Stage
10:30 AM
  1. Expo Theater 1
    Experience live generative AI inference on Epic Semi's RISC-V AI server, purpose-built for modern AI infrastructure. Powered by a 48-core architecture comprising 32 high-performance CPU cores and 16 i …
  2. Expo Theater 2
10:35 AM
  1. AI Data Center Track
  2. Compute
  3. Data & Models
  4. Data Movement
  5. Main Stage
  6. Physical AI Track
11:00 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
    AI's data gravity is reshaping the storage stack. As context windows expand, agentic workflows multiply, and KV-cache and CMX tiers grow beyond what DRAM and HBM can economically hold, NVMe SSDs are e …
  5. Expo Theater 1
  6. Expo Theater 2
  7. Main Stage
  8. Physical AI Track
    To be capable of day-to-day tasks, humanoid robots must be capable of picking, placing, and moving a variety of objects. Currently, humanoid dexterity and tactile sensing does not match that of their …
11:20 AM
  1. AI Data Center Track
  2. Compute Track
    Join chip design startup founders, VCs and leaders from the semiconductor ecosystem for an engaging discussion on what it takes to build a chip design startup from the ground up. From idea incubation …
  3. Data & Models Track
  4. Data Movement Track
    As frontier models scale to trillions of parameters and employ increasingly advanced architectures, memory remains a critical determinant of system performance, efficiency and reliability. In this pan …
  5. Main Stage
  6. Physical AI Track
    This panel will address the most limiting factor facing humanoid deployment today – we do not have enough, good data. The discussion will explore what it means for humanoid training data to be “good”, …
11:30 AM
  1. Expo Theater 1
    Training usually gets the headlines, but inference pays the bills, and for most AI products, it's where margins are won or lost. Today, the vast majority of inference runs on hyperscale clouds or abst …
  2. Expo Theater 2
12:00 PM
  1. AI Data Center Track
  2. Compute Track
    Processors in edge devices are continually being driven to meet ever increasing performance demands driven by the proliferation of AI at the edge, while the ease of rapidly porting ever larger softwar …
  3. Data & Models Track
  4. Data Movement Track
  5. Expo Theater 1
  6. Expo Theater 2
  7. Main Stage
  8. Physical AI Track
    The next major leap in AI is not only just processing texts, but also predicting and interacting with the physical world. World models and physical AI bridge digital reasoning with real-world executio …
12:15 PM
  1. Expo Theater 1
    A deep dive session following on from the MLPerf Inference 6.1 results announcement on the Main Stage on Wednesday morning. 
  2. Expo Theater 2
    The first era of generative AI rewarded scale: larger models, larger clusters, and larger datasets.  Physical AI requires a different kind of scaling. Robots, vehicles, cameras, drones, and industrial …
12:20 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
12:45 PM
  1. Expo Theater 1
  2. Expo Theater 2
    Physical AI—from autonomous robotics and edge drones to smart manufacturing—demands a fundamentally different kind of compute. Today's accelerators are hitting a physical wall, constrained by strict t …
1:00 PM
  1. Expo Theater 2
  2. Meeting Room 206
1:15 PM
  1. Expo Theater 2
    As enterprises race to deploy AI, the conversation has shifted from model performance to architectural control. How do organizations build AI capabilities they truly own—without becoming dependent on …
  2. Roundtables / 1-2-1 Meeting Room
1:30 PM
  1. Expo Theater 1
2:00 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Expo Theater 1
  6. Expo Theater 2
  7. Main Stage
  8. Physical AI Track
    Recent advancements in Physical AI are accelerating the deployment of humanoids in people-centric, unstructured environments. This presentation explores the key engineering innovation enabling safe hu …
2:20 PM
  1. AI Data Center Track
  2. Compute Track
    The underlying hardware of AI infrastructure contains severe vulnerabilities, is increasingly targeted by nation-states and is putting the AI Economy at risk that’s estimated to be $15T in additional …
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
    As enterprises move from isolated model interactions to agentic systems, infrastructure is becoming the defining challenge. A single request may trigger dozens of model interactions, retrieval operati …
  6. Physical AI Track
    Physical AI systems are increasingly being deployed in a variety of settings, from road to the factory floor, but the model architecture that will unlock the massive scaling potential of autonomous, e …
2:30 PM
  1. Expo Theater 1
  2. Meeting Room 206
    The AI Infrastructure Leader: Architecting the Enterprise Foundation for the AI Era
2:40 PM
  1. Main Stage
    As AI evolves from chatbots and copilots to autonomous agents, the demands placed on data centers are changing dramatically. Agentic AI is driving an explosion in inference workloads, memory requireme …
3:00 PM
  1. AI Data Center Track
    Legacy infrastructure management can't keep pace with rapid AI data center scaling, complex and expensive high-density racks, ballooning power demands, and increasing threats from sophisticated attack …
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Expo Theater 1
  6. Expo Theater 2
  7. Main Stage
  8. Physical AI Track
    Quadric's Chimera(R) general purpose NPU is a Python & C++ programmable processor natively designed for matrix computation at the heart of AI models, not a data center architecture squeezed into a car …
3:20 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
3:30 PM
  1. Expo Theater 1
    Model evaluation inference workloads can consume a meaningful amount of GPU capacity, but high allocation does not always mean high utilization. This talk is for platform engineers, infrastructure eng …
3:45 PM
  1. Expo Theater 1
    At Superlinked we run a fleet of agents around the clock, optimizing inference from cluster topology down to the GPU runtime. The same infrastructure powers our autoresearch for fine-tuning and LoRAs, …
3:50 PM
  1. AI Data Center Track
  2. Compute Track
    For NeoCloud operators, acquiring GPU capacity is only the beginning. Once the infrastructure is online, the commercial clock starts: the immediate priority is turning that capacity into a service cus …
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    Real-time data processing at the edge is crucial as AI moves out of the cloud & into mission-critical environments. In defense & aerospace systems, vast amounts of sensor data, from radar and imaging …
4:00 PM
  1. Expo Theater 1
  2. Expo Theater 2
  3. Meeting Room 206
4:10 PM
  1. AI Data Center Track
    The innovation cycles for AI data centers as well as co-design specialization can boost performance but trade off supply chain strength, increasing costs and reducing efficiency. To solve this challen …
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    How do you integrate Physical AI efficiently & effectively into existing manufacturing or logistics systems? This panel brings together leaders from the compute & data worlds, alongside the enterprise …
4:15 PM
  1. Expo Theater 1
  2. Expo Theater 2
4:30 PM
  1. Expo Theater 1
  2. Expo Theater 2
4:45 PM
  1. Expo Theater 1
  2. Expo Theater 2
4:50 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Data Movement Track
  5. Main Stage
  6. Physical AI Track
    Physical AI won't be won by just models alone, real-world deployment depends on the integration of hardware, software, orchestration and environment constraints. In this session, hear why success in d …
5:10 PM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
    Compliance activities in financial services and insurance remain dominated by manual checks and siloed rule engines, despite increasing transaction volumes and regulatory complexity. This keynote expl …
  4. Data Movement Track
  5. Physical AI Track
    Deploying Physical AI in real-world environments comes with unique challenges—from integration and data readiness to scalability and operational impact. Yet organizations that get it right are already …
7:45 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
9:30 AM
  1. Main Stage
10:35 AM
  1. AI Data Center Track
  2. Compute Track
  3. Data & Models Track
  4. Main Stage
11:15 AM
  1. Expo Theater 1
  2. Expo Theater 2
11:30 AM
  1. Expo Theater 1
  2. Expo Theater 2
11:45 AM
  1. Expo Theater 1
  2. Expo Theater 2
12:00 PM
  1. AI Data Center Track
  2. Compute Track
    The rapid adoption of GPU infrastructure for AI workloads has introduced increasingly complex hardware ecosystems. This session explores hardware-level attack surfaces, vulnerabilities, and defense st …
  3. Data & Models Track
  4. Expo Theater 1
  5. Expo Theater 2
  6. Main Stage
12:20 PM
  1. AI Data Center Track
  2. Compute Track
  3. Main Stage
12:45 PM
  1. Expo Theater 2
1:15 PM
  1. Expo Theater 2
1:30 PM
  1. Expo Theater 2
1:45 PM
  1. Expo Theater 2
2:00 PM
  1. AI Data Center Track
  2. Compute Track
    Dive into the journey of AI workloads on AWS Trainium3 — from distributed training to fine-tuning and deployment. This talk showcases how to optimize each stage using the Neuron SDK. We'll demonstrate …
  3. Data & Models Track
3:00 PM
  1. AI Data Center Track
    Every intelligence inherits the conditions it was formed in. When those conditions are extractive, intelligence compounds extraction — grids that burn, water that leaves, value that passes through and …
  2. Compute Track
  3. Data & Models Track