Re-Architecting the Enterprise Network for AI: From Legacy IP Fabrics to AI-Native Infrastructure

Fall 2026

Traditional enterprise IP networks – designed for small, random, short-lived flows – are structurally incompatible with AI’s traffic patterns: synchronized, long-lived, bandwidth-hungry, and catastrophically sensitive to tail latency. This panel brings together the network architects who have actually redesigned their fabrics for AI, sharing what they changed, what they got wrong first, and what every enterprise network team must address before AI workloads hit production.

Speakers:
Dave Temkin is a distinguished leader in network infrastructure and operations, known for building and scaling global networks for major companies like Netflix and Walmart. He spearheaded the creation of Netflix’s Open Connect Network and has driven modernization efforts for Walmart’s extensive global infrastructure, demonstrating expertise in high-scale, resilient system design.
A co-founder and active participant in various industry associations, Temkin is a strong advocate for improving internet interconnection standards and fostering community. He co-founded Open-IX and FL-IX, and has served on the boards of NANOG and NYNOG, contributing to shaping the future of networking.
Beyond technical leadership, Temkin is passionate about leadership development, diversity, and mentorship. He actively fosters inclusive work environments, mentors engineers, and advocates for new talent in the networking industry, often reflecting on the importance of curiosity and learning from failures.
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