Val Bercovici - Tokenomics. Latency. Survival Economics for GenAI | AI Infra Summit скачать в хорошем качестве

Val Bercovici - Tokenomics. Latency. Survival Economics for GenAI | AI Infra Summit

"📍 Filmed live at AI INFRA SUMMIT | Microsoft Silicon Valley Campus In this high-velocity keynote, industry veteran Val Bercovici breaks down the core economics of AI infrastructure—and why memory, latency, and intelligent caching are the real battleground for inference at scale. From DeepSeek's pioneering approach to GPU utilization to a deep dive on KV cache hierarchies, Val decodes how to make AI infra profitable, not just powerful—exactly the challenges WEKA's AI-native data platform is engineered to solve. 🔍 Inside the talk: • The difference between ""reasoning"" vs. ""non-reasoning"" models • DeepSeek's day/night GPU utilization playbook (train + infer on the same hardware) • Why memory—not compute—is the hidden chokepoint in modern AI (and how WEKA's Augmented Memory Grid addresses this) • The ""XYPD"" equation and why token reuse determines profitability • From cache cliffs to ARC Prize benchmarks: what efficient inference actually takes Discover how WEKA's breakthrough approach to persistent KV caching and GPU memory extension delivers up to 41x improvement in time-to-first-token while reducing inference costs by 24%. This is a masterclass in infrastructure economics for builders, investors, and infra founders who want to leverage WEKA's proven solutions to stay competitive—not just survive the next launch cycle. Learn more about WEKA's AI infrastructure solutions at weka.io 🧠 Hosted live at AI INFRA SUMMIT | Produced by Ignite If you found this video insightful, please LIKE, SHARE, and SUBSCRIBE for more cutting-edge discussions on AI and technology! We’d love to hear your thoughts—drop a comment below! Stay connected: Visit our website for more information: https://www.weka.io Follow us on social media to keep up with the latest in tech innovation: LinkedIn:   / weka-io   Twitter: https://x.com/wekaio Instagram:   / lifeatweka   Facebook:   / lifeatweka   #AIInfra #Tokenomics #GenAI #DeepSeek #InferenceInfra #CacheIsKing #WEKA #AIDataPlatform