Muninder Singh Sambi’s Post

Exciting Development in AI and Networking!  Here at Google Cloud we have been spending significant time on listening to our global customers on  the impact generative AI will have on their infrastructure. The rise of generative AI (gen AI) has opened up incredible possibilities for businesses, but deploying large language models (LLMs) presents unique networking challenges. Customers tell us that unlike traditional web applications, gen AI workloads ,  with their varied processing times and compute-intensive nature, demand specialized solutions to handle their distinct traffic patterns and resource requirements.  It is clear that Networking will play a very critical role in providing performant, secure , cost-optimized and effective resource utilization of gen AI infrastructure .  Google Cloud Networking is stepping up to the challenge with a suite of innovative capabilities designed to optimize traffic for AI applications. Industry leading Innovations: 1) Accelerated AI Training and Inference with Cross-Cloud Network: Seamlessly move massive volumes of data across clouds for training and inference, leveraging secure, reliable, and SLA-backed connectivity. 2) Model as a Service Endpoint: A purpose-built solution for AI applications, combining App Hub, Private Service Connect, and Cloud Load Balancing to simplify model discovery, access, and traffic management. 3) Minimized Inference Latency with Custom AI-Aware Load Balancing: Achieve lower latency and improved user experience by distributing traffic based on LLM-specific metrics like queue depth. 4) Optimized Traffic Distribution for AI Inference Applications: Enhance reliability, efficacy, and efficiency with features like internal/global load balancing with health checks, weighted traffic splitting, and Load Balancing for Streaming. 5) Enhanced Gen AI Serving with Service Extensions: Integrate SaaS solutions or custom logic into the data path for tasks like prompt blocking or model selection, improving the overall user experience. These advancements empower businesses to leverage gen AI effectively, leveraging Google Cloud's robust infrastructure and comprehensive networking capabilities. I invite you to  explore how these solutions can unlock new possibilities for your AI initiatives. Learn more about our offerings and how they can propel your business forward::  https://lnkd.in/g4W2eFAS #GenerativeAI #AIApplications #CloudNetworking #Innovation #GoogleCloud #TechSolutions Anna Berenberg Adam Michelson Sachin G. Rob Enns Robert Love Kamala Subramaniam Alok Kumar Brian Kracik Kapil Sharma Anoop Vetteth Nikhil Kelshikar Himanshu Mehra Satish Kumar Kondalam Wendy Cartee Prakash Daga

Networking capabilities optimize traffic for generative AI apps | Google Cloud Blog

Networking capabilities optimize traffic for generative AI apps | Google Cloud Blog

cloud.google.com

Taranvir Singh

Worldwide IDC Analyst for Cloud Networking | Ex-Gartner

3w

Great to see Google on top of networking advancements while simplifying the complex requirements of modern networking.

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Neil Anderson

VP, Cloud, Infrastructure, and AI Solutions

3w

Pretty cool Muninder Singh Sambi

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