Tag: tokens
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Where the Money Actually Goes in Generative AI (GenAI Series, Part 22)
Almost every dollar in generative AI is GPU time, metered as tokens. The real cost drivers, why output tokens cost more than input, and the build-versus-buy decision.
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The Context Window, and Why Models Forget (GenAI Series, Part 10)
The context window is everything an AI can see at once. Why models have no memory between turns, why longer prompts cost more, and why details get lost in the middle.
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The GenAI Words Everyone Uses, and What They Actually Mean (GenAI Series, Part 2)
Model, tokens, parameters, inference, embeddings, hallucination: the words everyone uses about generative AI, sorted into build time and use time and explained in plain English.
Architect’s Toolkit
VMware Cloud Foundation
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Nutanix
AI & Cloud-Native Platform
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- Hugging Face Models
Architecture & Design
About the Author
Dr Pranay Jha
Dr. Pranay Jha is a Cloud and AI Consultant with 18+ years of experience in hybrid cloud, virtualization, and enterprise infrastructure transformation. He specializes in VMware technologies, multi-cloud strategy, and Generative AI solutions. He holds a PhD in Computer Applications with research focused on Cloud and AI, has published multiple research papers, and has been a VMware vExpert since 2016 and a VMUG Community Leader.
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