Liran Zvibel
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- RAISE Summit18 min
Cheap Tokens, Expensive Mistakes: The Real Economics of AI at Scale | RAISE Summit 2026
Liran Zvibel, Dylan Patel, Karen Kwok
Major AI operators are pivoting from pure pricing power to structural cost efficiency, leveraging advanced KV cache offloading and optimized storage architectures to slash inference expenses. Recent benchmarks reveal that NAND-based memory solutions and strategic hardware combinations, such as high-capacity AMD GPUs, can outperform standard setups by up to 20 times in multi-turn agentic workflows while delivering 7x higher throughput. This shift allows emerging providers and frontier labs to significantly expand gross margins, with companies like Anthropic and OpenAI now projecting substantial operating profits driven by these infrastructure innovations rather than model weights alone.
- RAISE Summit15 min
Liran Zvibel, Cofounder, CEO of WEKA: Rise of the Token Economy The New Economics of AI
Scheduled for 2025, this event frames the fourth industrial revolution as the dawn of artificial general intelligence, shifting focus from pattern matching to reasoning models that distinguish true AGI capabilities from simple skill replication. Industry leaders and technical experts will address the critical economic divergence between massive training expenditures and the urgent need for cost-efficient inference, highlighting how latency and tokenomics currently dictate profitability. Strategic infrastructure solutions, including server elasticity and pre-fill disaggregation, will be presented as the essential mechanisms for enabling sustainable, just-in-time AI deployment while securing the industry's path to mass adoption.