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Premium Pass
8:13 PM
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Expo Theater 1
7:30 AM
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AI Data Center Track
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Compute Track
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Data Movement Track
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Physical AI Track
9:00 AM
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Main Stage
9:10 AM
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Main Stage
9:35 AM
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AI Data Center TrackAs 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 …
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Compute
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Data & Models
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Data Movement
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Physical AI TrackPhysical 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
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AI Data Center Track
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Main StageAgentic AI is transforming the demands placed on computing infrastructure. As AI systems reason, plan, use tools, and coordinate across increasingly complex workflows, the industry must rethink how co …
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Physical AI TrackBringing 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
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AI Data Center Track
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Main StageSpeakers
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Physical AI TrackAs AI accelerates demand for data-center capacity, infrastructure must evolve just as fast. This session from Tamas Foldi explores how Physical AI and robotics can compress data-center build and commi …
10:35 AM
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AI Data Center Track
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Compute
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Data & Models
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Data Movement
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Main Stage
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Physical AI Track
10:45 AM
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Expo Theater 1Adopting 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 …
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Expo Theater 2Speakers
11:00 AM
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AI Data Center TrackSpeakers
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Compute Track
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Data & Models Track
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Data Movement TrackAs 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 …Speakers
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Expo Theater 1See 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 …
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Expo Theater 2
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Main StageTwo 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 …
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Physical AI TrackPhysical 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 …
11:15 AM
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Expo Theater 1Speakers
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Expo Theater 2
11:20 AM
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement Track
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Main Stage
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Physical AI TrackThis 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
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Expo Theater 1Speakers
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Expo Theater 2Getting 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
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Expo Theater 1A 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 …
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Expo Theater 2AI 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
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement TrackThe “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 …
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Expo Theater 1
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Expo Theater 2
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Main Stage
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Physical AI TrackRecent 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 …
12:15 PM
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Expo Theater 1
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Expo Theater 2
12:20 PM
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Lunch
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Lunch
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Lunch
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Lunch
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Lunch
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Lunch
12:30 PM
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Expo Theater 1
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Expo Theater 2
12:45 PM
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Expo Theater 1
1:00 PM
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Expo Theater 1
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Expo Theater 2
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Meeting Room 212Are 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
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Expo Theater 1Most 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 …
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Expo Theater 2
1:30 PM
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Expo Theater 1The 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 …
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Expo Theater 2
2:00 PM
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AI Data Center Track
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Compute TrackAs 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 …
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Data & Models Track
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Data Movement Track
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Expo Theater 1
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Expo Theater 2
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Main StageFor 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 …
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Physical AI TrackSurgical 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 …
2:15 PM
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Expo Theater 2
2:20 PM
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AI Data Center Track
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Compute Track
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Data & Models TrackChairperson
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Data Movement Track
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Main Stage
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Physical AI TrackThis 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
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Meeting Room 206Developers 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
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement TrackSpeakers
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Expo Theater 2
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Main Stage
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Physical AI TrackThe 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 …
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Room 210
3:20 PM
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement Track
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Main Stage
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Physical AI Track
3:45 PM
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Expo Theater 2The 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
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AI Data Center Track
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Compute TrackAs 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 …Speakers
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Data & Models Track
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Data Movement Track
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Main Stage
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Physical AI TrackAs 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
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Expo Theater 1
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Meeting Room 212AI 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
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement Track
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Main Stage
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Physical AI TrackIndustrial 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
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Expo Theater 2The Governance Crisis Behind America’s AI Infrastructure Boom
4:45 PM
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Expo Theater 2Technical innovation alone does not make an AI infrastructure company investable. Founders must also demonstrate that they are solving an urgent problem, creating a measurable advantage, addressing a …
4:50 PM
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AI Data Center Track
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Compute TrackModern 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 …
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Data & Models TrackHistorically, 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 …
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Data Movement TrackDiscover 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 …
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Main StageBefore 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 …Speakers
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Physical AI TrackPhysical AI systems (robots, autonomous machines, industrial inspection platforms, AI PCs) cannot fall back on the data center. Control loops demand deterministic latency, connectivity is intermittent …
5:10 PM
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AI Data Center Track
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Compute TrackAgentic AI is becoming the new operational baseline, but scaling on closed stacks can increase cost and limit flexibility. Learn how you can enable open, production-ready AI. See how the build an arch …
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Data & Models Track
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Data Movement Track
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Physical AI TrackManufacturing 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
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement Track
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Physical AI Track
8:00 AM
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Room 206
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Room 210Co-packaged optics (CPO) is shaping up to be one of the biggest architectural decisions in AI infrastructure over the next few years. Join Ayar Labs for the CPO Summit, an invite-only breakfast briefi …
9:00 AM
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Main Stage
9:10 AM
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Main StageThe cost of AI is growing exponentially, but so is the opportunity. When the cost of intelligence drops by orders of magnitude, customers will build things nobody is even attempting today. Getting the …
9:35 AM
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AI Data Center Track
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Compute
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Data & Models
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Data Movement
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Physical AI TrackAI-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
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Main StageBuilding 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
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AI Data Center Track
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Physical AI TrackHumanoid 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 …
10:05 AM
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Main Stage
10:15 AM
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AI Data Center TrackCompute 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 …
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Physical AI TrackAs 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
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Main Stage
10:30 AM
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Expo Theater 1Experience 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 …
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Expo Theater 2
10:35 AM
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AI Data Center Track
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Compute
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Data & Models
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Data Movement
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Main Stage
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Physical AI Track
10:45 AM
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Expo Theater 1
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Expo Theater 2
11:00 AM
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AI Data Center Track
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Compute TrackSpeakers
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Data & Models Track
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Data Movement TrackAI'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 …
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Expo Theater 1AI is moving beyond simple chat into autonomous agents and multi-agent systems that reason, call tools, retrieve information, and generate dramatically more tokens across longer contexts with heavily …
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Expo Theater 2
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Main Stage
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Physical AI TrackTo 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 …
11:15 AM
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Expo Theater 1
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Expo Theater 2
11:20 AM
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AI Data Center Track
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Compute TrackJoin 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 …
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Data & Models Track
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Data Movement TrackAs 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 …
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Main Stage
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Physical AI TrackThis 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
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Expo Theater 1Training 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 …
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Expo Theater 2
11:45 AM
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Expo Theater 1
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Expo Theater 2
12:00 PM
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AI Data Center Track
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Compute TrackAs AI continues to move to the edge, system architects face growing demands for higher performance, software portability, and development efficiency. At the same time, increasingly complex workloads a …Speakers
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Data & Models Track
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Data Movement Track
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Expo Theater 1
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Expo Theater 2
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Lunch
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Physical AI TrackThe 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
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Expo Theater 1A deep dive session following on from the MLPerf Inference 6.1 results announcement on the Main Stage on Wednesday morning.
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Expo Theater 2The 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
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Lunch
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Lunch
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Lunch
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Lunch
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Lunch
12:30 PM
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Expo Theater 2
12:45 PM
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Expo Theater 1
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Silicon at the Speed of Software: Using AI to Design the Next Generation of Physical AI AcceleratorsExpo Theater 2Physical 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
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Expo Theater 2As enterprises move AI from experimentation into production, the challenge is no longer simply choosing the right model. Enterprises must determine where AI runs, what infrastructure it uses, how work …Speakers
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Meeting Room 212AI is reshaping how data is created, processed and moved, driving new demands for capacity, latency, resiliency and connectivity across the AI ecosystem. As AI factories scale across data centers, clo …
1:15 PM
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Expo Theater 2As 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 …
1:30 PM
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Expo Theater 1
2:00 PM
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement TrackSpeakers
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Expo Theater 1
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Expo Theater 2
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Main Stage
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Physical AI TrackRecent 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 …
2:15 PM
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Expo Theater 1
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Expo Theater 2
2:20 PM
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AI Data Center Track
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Compute TrackThe 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 …
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Data & Models Track
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Data Movement Track
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Main StageAs 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 …
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Physical AI TrackPhysical 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
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Expo Theater 1
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Meeting Room 212The AI era will redefine the role of infrastructure leaders. As compute becomes strategic capital, AI workloads expand across cloud, private infrastructure and edge environments, and organizations dem …
2:40 PM
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Main StageAs 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 …
2:45 PM
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Expo Theater 1
3:00 PM
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AI Data Center TrackLegacy 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 …
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Compute TrackSpeakers
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Data & Models Track
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Data Movement TrackSpeakers
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Expo Theater 1
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Expo Theater 2
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Main Stage
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Physical AI TrackQuadric'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 …
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Meeting Room 203Token economics — not raw compute — is the defining competitive advantage in AI at scale. Yet most infrastructure stacks are stitched together from components that were never designed to work as a sys …Speakers
3:15 PM
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Beyond Static Rules: Adaptive LLM-Based Incident Grouping with Feedback Learning in Production AIOpsExpo Theater 1
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Expo Theater 2
3:20 PM
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement Track
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Main Stage
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Physical AI Track
3:30 PM
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Expo Theater 1Model 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 …
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Room 210
3:45 PM
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Expo Theater 1At 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
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Future-Proofing AI Data Centers: Designing for Rapid Hardware Evolution & Infrastructure FlexibilityAI Data Center Track
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Compute TrackFor 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 …
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Data & Models TrackA trillion-dollar IPO throws off more data than any desk can read unaided: an options tape measured in terabytes a day, thousands of pages of filings, an endless stream of news. Using the SpaceX debut …
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Data Movement Track
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Main Stage
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Physical AI TrackReal-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
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Expo Theater 1This lightning talk shows how World Foundation Models and Vision-Language Action Models can bring Physical AI capabilities. We’ll highlight Jetson’s real-time inference capabilities, key model-optimiz …
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Expo Theater 2
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Meeting Room 206
4:10 PM
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AI Data Center TrackThe 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 …
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Compute Track
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Data & Models Track
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Data Movement Track
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Main Stage
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Physical AI TrackHow do you integrate Physical AI efficiently & effectively into existing manufacturing or construction systems? This panel brings together leaders from the compute & software worlds, alongside the ent …
4:15 PM
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Expo Theater 1For most of its history, distributed systems engineering followed one golden rule: build things so that no single failure can hurt you. Then AI arrived and quietly rewrote that rule. This talk walks t …
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Expo Theater 2
4:30 PM
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Expo Theater 1
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Expo Theater 2
4:45 PM
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Expo Theater 1AI adoption across biotech and life sciences is accelerating, but deploying AI in these environments requires much more than simply adding a model to an existing workflow. Using Waffoo AI and the broa …Speakers
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Expo Theater 2
4:50 PM
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AI Data Center Track
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Compute TrackSpeakers
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Data & Models Track
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Data Movement Track
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Main StageThe world faces insatiable demand for AI inference at the very moment compute is becoming constrained by cost, latency, and energy consumption. The infrastructure that sparked the AI revolution was no …
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Physical AI TrackPhysical 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
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AI Data Center Track
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Compute Track
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Data & Models TrackCompliance 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 …
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Data Movement Track
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Main StageAI factories and neoclouds are pushing storage architectures to their breaking point—massive multimodal datasets, tens of thousands of GPUs demanding constant feeding, and metadata overhead that grind …
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Physical AI TrackDeploying 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
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AI Data Center Track
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Compute Track
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Data & Models Track
8:00 AM
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Meeting Room 212The unprecedented demand for GPU infrastructure, driven by rapid expansion of AI, is creating new challenges in forecasting and scaling the power, connectivity, and capacity required to support next-g …
9:10 AM
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Main Stage
9:15 AM
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Compute Track
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Data & Models Track
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Main Stage
9:35 AM
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AI Data Center Track
9:55 AM
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AI Data Center Track
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Main Stage
10:15 AM
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AI Data Center Track
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Main Stage
10:30 AM
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Expo Theater 1The rapid advancement of artificial intelligence (AI) workloads has driven unprecedented demand for faster and higher performance oriented solutions. This presentation explores the how the AI infrastr …
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Expo Theater 2
10:35 AM
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AI Data Center Track
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Compute Track
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Data & Models Track
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Main Stage
10:45 AM
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Expo Theater 1
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Expo Theater 2
11:00 AM
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AI Data Center Track
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Compute Track
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Data & Models TrackLarge synchronous training jobs can turn one unhealthy GPU into a cluster-wide interruption. A PCIe disconnect, Xid error, degraded fabric, or planned maintenance can terminate hundreds of coordinated …
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Expo Theater 1
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Expo Theater 2Speakers
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Main Stage
11:15 AM
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Expo Theater 1
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Expo Theater 2
11:20 AM
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AI Data Center Track
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Compute Track
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Data & Models Track
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Main Stage
12:00 PM
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AI Data Center Track
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Compute TrackAs inference scales, performance, power, utilization, and infrastructure efficiency increasingly shape the economics of AI. This keynote explores how FuriosaAI's purpose-built compute and hardware-sof …
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Data & Models Track
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Expo Theater 1
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Expo Theater 2
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Main Stage
12:15 PM
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Expo Theater 1
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Expo Theater 2
12:20 PM
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Lunch
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Lunch
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Lunch
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Lunch
12:30 PM
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Expo Theater 2In this talk we will uncover one of the biggest industry secrets: sometimes even the trendiest SLMs are too big for your task. By now, we all know that LLMs are not suited for production. The day 2 pr …
12:45 PM
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Expo Theater 2
1:00 PM
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Expo Theater 2As AI moves beyond text, building and serving models that can understand and generate voice in real time introduces a new set of infrastructure challenges. Voice systems need to handle interruptions, …Speakers
1:15 PM
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Expo Theater 2
1:30 PM
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Expo Theater 2
2:00 PM
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AI Data Center Track
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Compute TrackDive 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 …
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Data & Models TrackSpeakers
2:20 PM
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AI Data Center Track
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Compute Track
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Data & Models Track
3:00 PM
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AI Data Center TrackEvery 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 …
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Compute Track
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Data & Models Track
3:20 PM
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AI Data Center Track
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Compute Track
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Data & Models Track
Premium Pass
8:13 PM
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Expo Theater 1
7:30 AM
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AI Data Center Track
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Compute Track
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Data Movement Track
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Physical AI Track
9:00 AM
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Main Stage
9:10 AM
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Main Stage
9:35 AM
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AI Data Center TrackAs 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 …
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Compute
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Data & Models
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Data Movement
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Physical AI TrackPhysical 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
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AI Data Center Track
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Main StageAgentic AI is transforming the demands placed on computing infrastructure. As AI systems reason, plan, use tools, and coordinate across increasingly complex workflows, the industry must rethink how co …
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Physical AI TrackBringing 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
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AI Data Center Track
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Main StageSpeakers
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Physical AI TrackAs AI accelerates demand for data-center capacity, infrastructure must evolve just as fast. This session from Tamas Foldi explores how Physical AI and robotics can compress data-center build and commi …
10:35 AM
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AI Data Center Track
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Compute
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Data & Models
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Data Movement
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Main Stage
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Physical AI Track
10:45 AM
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Expo Theater 1Adopting 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 …
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Expo Theater 2Speakers
11:00 AM
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AI Data Center TrackSpeakers
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Compute Track
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Data & Models Track
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Data Movement TrackAs 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 …Speakers
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Expo Theater 1See 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 …
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Expo Theater 2
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Main StageTwo 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 …
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Physical AI TrackPhysical 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 …
11:15 AM
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Expo Theater 1Speakers
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Expo Theater 2
11:20 AM
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement Track
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Main Stage
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Physical AI TrackThis 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
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Expo Theater 1Speakers
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Expo Theater 2Getting 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
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Expo Theater 1A 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 …
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Expo Theater 2AI 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
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement TrackThe “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 …
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Expo Theater 1
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Expo Theater 2
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Main Stage
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Physical AI TrackRecent 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 …
12:15 PM
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Expo Theater 1
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Expo Theater 2
12:20 PM
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Lunch
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Lunch
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Lunch
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Lunch
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Lunch
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Lunch
12:30 PM
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Expo Theater 1
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Expo Theater 2
12:45 PM
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Expo Theater 1
1:00 PM
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Expo Theater 1
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Expo Theater 2
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Meeting Room 212Are 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
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Expo Theater 1Most 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 …
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Expo Theater 2
1:30 PM
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Expo Theater 1The 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 …
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Expo Theater 2
2:00 PM
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AI Data Center Track
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Compute TrackAs 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 …
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Data & Models Track
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Data Movement Track
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Expo Theater 1
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Expo Theater 2
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Main StageFor 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 …
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Physical AI TrackSurgical 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 …
2:15 PM
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Expo Theater 2
2:20 PM
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AI Data Center Track
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Compute Track
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Data & Models TrackChairperson
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Data Movement Track
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Main Stage
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Physical AI TrackThis 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
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Meeting Room 206Developers 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
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement TrackSpeakers
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Expo Theater 2
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Main Stage
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Physical AI TrackThe 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 …
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Room 210
3:20 PM
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement Track
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Main Stage
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Physical AI Track
3:45 PM
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Expo Theater 2The 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
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AI Data Center Track
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Compute TrackAs 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 …Speakers
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Data & Models Track
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Data Movement Track
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Main Stage
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Physical AI TrackAs 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
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Expo Theater 1
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Meeting Room 212AI 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
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement Track
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Main Stage
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Physical AI TrackIndustrial 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
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Expo Theater 2The Governance Crisis Behind America’s AI Infrastructure Boom
4:45 PM
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Expo Theater 2Technical innovation alone does not make an AI infrastructure company investable. Founders must also demonstrate that they are solving an urgent problem, creating a measurable advantage, addressing a …
4:50 PM
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AI Data Center Track
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Compute TrackModern 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 …
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Data & Models TrackHistorically, 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 …
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Data Movement TrackDiscover 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 …
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Main StageBefore 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 …Speakers
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Physical AI TrackPhysical AI systems (robots, autonomous machines, industrial inspection platforms, AI PCs) cannot fall back on the data center. Control loops demand deterministic latency, connectivity is intermittent …
5:10 PM
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AI Data Center Track
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Compute TrackAgentic AI is becoming the new operational baseline, but scaling on closed stacks can increase cost and limit flexibility. Learn how you can enable open, production-ready AI. See how the build an arch …
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Data & Models Track
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Data Movement Track
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Physical AI TrackManufacturing 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
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement Track
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Physical AI Track
8:00 AM
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Room 206
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Room 210Co-packaged optics (CPO) is shaping up to be one of the biggest architectural decisions in AI infrastructure over the next few years. Join Ayar Labs for the CPO Summit, an invite-only breakfast briefi …
9:00 AM
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Main Stage
9:10 AM
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Main StageThe cost of AI is growing exponentially, but so is the opportunity. When the cost of intelligence drops by orders of magnitude, customers will build things nobody is even attempting today. Getting the …
9:35 AM
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AI Data Center Track
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Compute
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Data & Models
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Data Movement
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Physical AI TrackAI-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
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Main StageBuilding 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
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AI Data Center Track
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Physical AI TrackHumanoid 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 …
10:05 AM
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Main Stage
10:15 AM
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AI Data Center TrackCompute 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 …
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Physical AI TrackAs 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
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Main Stage
10:30 AM
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Expo Theater 1Experience 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 …
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Expo Theater 2
10:35 AM
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AI Data Center Track
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Compute
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Data & Models
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Data Movement
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Main Stage
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Physical AI Track
10:45 AM
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Expo Theater 1
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Expo Theater 2
11:00 AM
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AI Data Center Track
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Compute TrackSpeakers
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Data & Models Track
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Data Movement TrackAI'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 …
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Expo Theater 1AI is moving beyond simple chat into autonomous agents and multi-agent systems that reason, call tools, retrieve information, and generate dramatically more tokens across longer contexts with heavily …
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Expo Theater 2
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Main Stage
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Physical AI TrackTo 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 …
11:15 AM
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Expo Theater 1
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Expo Theater 2
11:20 AM
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AI Data Center Track
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Compute TrackJoin 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 …
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Data & Models Track
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Data Movement TrackAs 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 …
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Main Stage
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Physical AI TrackThis 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
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Expo Theater 1Training 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 …
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Expo Theater 2
11:45 AM
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Expo Theater 1
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Expo Theater 2
12:00 PM
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AI Data Center Track
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Compute TrackAs AI continues to move to the edge, system architects face growing demands for higher performance, software portability, and development efficiency. At the same time, increasingly complex workloads a …Speakers
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Data & Models Track
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Data Movement Track
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Expo Theater 1
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Expo Theater 2
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Lunch
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Physical AI TrackThe 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
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Expo Theater 1A deep dive session following on from the MLPerf Inference 6.1 results announcement on the Main Stage on Wednesday morning.
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Expo Theater 2The 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
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Lunch
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Lunch
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Lunch
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Lunch
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Lunch
12:30 PM
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Expo Theater 2
12:45 PM
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Expo Theater 1
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Silicon at the Speed of Software: Using AI to Design the Next Generation of Physical AI AcceleratorsExpo Theater 2Physical 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
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Expo Theater 2As enterprises move AI from experimentation into production, the challenge is no longer simply choosing the right model. Enterprises must determine where AI runs, what infrastructure it uses, how work …Speakers
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Meeting Room 212AI is reshaping how data is created, processed and moved, driving new demands for capacity, latency, resiliency and connectivity across the AI ecosystem. As AI factories scale across data centers, clo …
1:15 PM
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Expo Theater 2As 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 …
1:30 PM
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Expo Theater 1
2:00 PM
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement TrackSpeakers
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Expo Theater 1
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Expo Theater 2
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Main Stage
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Physical AI TrackRecent 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 …
2:15 PM
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Expo Theater 1
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Expo Theater 2
2:20 PM
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AI Data Center Track
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Compute TrackThe 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 …
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Data & Models Track
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Data Movement Track
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Main StageAs 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 …
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Physical AI TrackPhysical 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
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Expo Theater 1
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Meeting Room 212The AI era will redefine the role of infrastructure leaders. As compute becomes strategic capital, AI workloads expand across cloud, private infrastructure and edge environments, and organizations dem …
2:40 PM
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Main StageAs 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 …
2:45 PM
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Expo Theater 1
3:00 PM
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AI Data Center TrackLegacy 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 …
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Compute TrackSpeakers
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Data & Models Track
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Data Movement TrackSpeakers
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Expo Theater 1
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Expo Theater 2
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Main Stage
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Physical AI TrackQuadric'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 …
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Meeting Room 203Token economics — not raw compute — is the defining competitive advantage in AI at scale. Yet most infrastructure stacks are stitched together from components that were never designed to work as a sys …Speakers
3:15 PM
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Beyond Static Rules: Adaptive LLM-Based Incident Grouping with Feedback Learning in Production AIOpsExpo Theater 1
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Expo Theater 2
3:20 PM
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AI Data Center Track
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Compute Track
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Data & Models Track
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Data Movement Track
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Main Stage
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Physical AI Track
3:30 PM
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Expo Theater 1Model 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 …
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Room 210
3:45 PM
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Expo Theater 1At 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
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Future-Proofing AI Data Centers: Designing for Rapid Hardware Evolution & Infrastructure FlexibilityAI Data Center Track
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Compute TrackFor 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 …
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Data & Models TrackA trillion-dollar IPO throws off more data than any desk can read unaided: an options tape measured in terabytes a day, thousands of pages of filings, an endless stream of news. Using the SpaceX debut …
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Data Movement Track
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Main Stage
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Physical AI TrackReal-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
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Expo Theater 1This lightning talk shows how World Foundation Models and Vision-Language Action Models can bring Physical AI capabilities. We’ll highlight Jetson’s real-time inference capabilities, key model-optimiz …
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Expo Theater 2
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Meeting Room 206
4:10 PM
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AI Data Center TrackThe 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 …
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Compute Track
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Data & Models Track
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Data Movement Track
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Main Stage
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Physical AI TrackHow do you integrate Physical AI efficiently & effectively into existing manufacturing or construction systems? This panel brings together leaders from the compute & software worlds, alongside the ent …
4:15 PM
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Expo Theater 1For most of its history, distributed systems engineering followed one golden rule: build things so that no single failure can hurt you. Then AI arrived and quietly rewrote that rule. This talk walks t …
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Expo Theater 2
4:30 PM
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Expo Theater 1
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Expo Theater 2
4:45 PM
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Expo Theater 1AI adoption across biotech and life sciences is accelerating, but deploying AI in these environments requires much more than simply adding a model to an existing workflow. Using Waffoo AI and the broa …Speakers
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Expo Theater 2
4:50 PM
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AI Data Center Track
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Compute TrackSpeakers
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Data & Models Track
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Data Movement Track
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Main StageThe world faces insatiable demand for AI inference at the very moment compute is becoming constrained by cost, latency, and energy consumption. The infrastructure that sparked the AI revolution was no …
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Physical AI TrackPhysical 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
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AI Data Center Track
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Compute Track
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Data & Models TrackCompliance 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 …
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Data Movement Track
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Main StageAI factories and neoclouds are pushing storage architectures to their breaking point—massive multimodal datasets, tens of thousands of GPUs demanding constant feeding, and metadata overhead that grind …
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Physical AI TrackDeploying 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
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AI Data Center Track
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Compute Track
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Data & Models Track
8:00 AM
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Meeting Room 212The unprecedented demand for GPU infrastructure, driven by rapid expansion of AI, is creating new challenges in forecasting and scaling the power, connectivity, and capacity required to support next-g …
9:10 AM
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Main Stage
9:15 AM
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Compute Track
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Data & Models Track
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Main Stage
9:35 AM
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AI Data Center Track
9:55 AM
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AI Data Center Track
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Main Stage
10:15 AM
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AI Data Center Track
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Main Stage
10:30 AM
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Expo Theater 1The rapid advancement of artificial intelligence (AI) workloads has driven unprecedented demand for faster and higher performance oriented solutions. This presentation explores the how the AI infrastr …
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Expo Theater 2
10:35 AM
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AI Data Center Track
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Compute Track
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Data & Models Track
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Main Stage
10:45 AM
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Expo Theater 1
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Expo Theater 2
11:00 AM
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AI Data Center Track
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Compute Track
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Data & Models TrackLarge synchronous training jobs can turn one unhealthy GPU into a cluster-wide interruption. A PCIe disconnect, Xid error, degraded fabric, or planned maintenance can terminate hundreds of coordinated …
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Expo Theater 1
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Expo Theater 2Speakers
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Main Stage
11:15 AM
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Expo Theater 1
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Expo Theater 2
11:20 AM
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AI Data Center Track
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Compute Track
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Data & Models Track
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Main Stage
12:00 PM
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AI Data Center Track
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Compute TrackAs inference scales, performance, power, utilization, and infrastructure efficiency increasingly shape the economics of AI. This keynote explores how FuriosaAI's purpose-built compute and hardware-sof …
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Data & Models Track
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Expo Theater 1
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Expo Theater 2
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Main Stage
12:15 PM
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Expo Theater 1
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Expo Theater 2
12:20 PM
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Lunch
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Lunch
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Lunch
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Lunch
12:30 PM
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Expo Theater 2In this talk we will uncover one of the biggest industry secrets: sometimes even the trendiest SLMs are too big for your task. By now, we all know that LLMs are not suited for production. The day 2 pr …
12:45 PM
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Expo Theater 2
1:00 PM
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Expo Theater 2As AI moves beyond text, building and serving models that can understand and generate voice in real time introduces a new set of infrastructure challenges. Voice systems need to handle interruptions, …Speakers
1:15 PM
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Expo Theater 2
1:30 PM
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Expo Theater 2
2:00 PM
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AI Data Center Track
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Compute TrackDive 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 …
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Data & Models TrackSpeakers
2:20 PM
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AI Data Center Track
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Compute Track
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Data & Models Track
3:00 PM
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AI Data Center TrackEvery 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 …
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Compute Track
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Data & Models Track
3:20 PM
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AI Data Center Track
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Compute Track
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Data & Models Track