Technical Talks

Sumti Jairath

Chief Architect | SambaNova Systems

Bringing Trillions to Reality: How SambaNova’s Memory-Centric Design Powers Agentic AI and GenAI Workflows for Enterprise Data

Keynotes

As enterprises increasingly leverage vast public and private datasets, generative AI and agentic systems are transforming the landscape of AI-driven solutions. These systems demand unparalleled scalability, speed, and efficiency to process massive data volumes while autonomously orchestrating complex workflows. SambaNova Systems offers its revolutionary memory-centric design, engineered to power trillion-parameter models and multi-agent systems with record-breaking interactive inference performance.

This talk will delve into SambaNova’s innovative three-tier memory system and reconfigurable dataflow architecture, which overcome the "memory wall" challenge by enabling seamless switching between hundreds of agents in microseconds. Attendees will explore how these technologies optimize data access, minimize latency, and scale across diverse real-world applications—from real-time decision-making to autonomous multi-agent collaboration—delivering transformative solutions for enterprises worldwide.

Chief Architect

Sumti Jairath

SambaNova Systems

Sumti Jairath is Chief Architect at SambaNova Systems. In his role, Sumti uses his expertise to bridge hardware and software architecture, and ensure the performance of SambaNova’s AI systems. Previously, Sumti worked on PA-RISC-based Superdome servers back at HP, followed by several generations of SPARC multi-threaded processors at Sun Microsystems and Oracle. At Oracle, Sumti worked on SQL, Data-analytics and Machine Learning acceleration in SPARC processors. Sumti has written for several industry publications and holds over 30 U.S. patents in computer architecture and hardware-software co-design.