Frank Denneman | Frank Denneman
Frank Denneman. Distinguished Engineer | Chief Technologist for AI...
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Frank Denneman | Frank Denneman
Why GPU Placement Becomes the Defining Problem In earlier articles, I looked at how modern AI models use GPU resources. I covered dynamic memory consumption, activation patterns, and how designs like ...
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This week I had the pleasure to talk to a customer about NUMA use-cases and a very interesting config came up. They have a VM with a particular memory configuration that exceeds the ESXi host NUMA nod...
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Free vSphere 6.5 Host Resources Deep Dive E-Book - frankdenneman.nl
Rubrik and VMUG teamed up to provide the community a free ebook of the popular vSphere 6.5 Host Resources Deep Dive. Read more
Frankdenneman.nl news digest
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1 month
Understanding Activation Memory in Mixture of Experts Models
In my previous article, The Dynamic World of LLM Runtime Memory, I focused on KV-cache as the primary driver of runtime memory pressure. Today, as inference workloads move toward long-context and agentic execution, activation memory has emerged as an...
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2 months
The Dynamic World of LLM Runtime Memory
When meeting with customers and architectural teams, we often perform a specific exercise to separate a model’s static consumption (its weights) from its dynamic runtime consumption.
In the unpredictable world of production AI, where concurrent users, complex system prompts, and varying RAG content create constant flux, it is easy to view memory as an elusive target.... -
6 months
Talking VCF 9 and Private AI Foundation on the Unexplored Territory Podcast
Just before VMware Explore, I joined the Unexplored Territory Podcast to talk about the enhancements in VMware Cloud Foundation 9 and the Private AI Foundation with NVIDIA. We covered new functionality, such as Agent Builder, and walked through the broader...
Domain history
| Web host: | GitHub, INC. |
| Registrar: | Stichting Internet Domeinregistratie NL |
| Registrant: | |
| Updated: | February 09, 2026 |
| Expires: | January 01, 1970 |
| Created: | March 11, 2009 |
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