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What to expect during SC26: Join theCUBE Nov. 17–19

High-performance computing and artificial intelligence are converging, driven by advances in exascale computing, accelerated systems, data storage and high-speed networking. The convergence of these technologies is a prime topic for discussion during SC26 in Chicago this month. Major industry players, such as Dell Technologies Inc., Google LLC and Nvidia Corp., have pursued a set of […] The post…

What to expect during SC26: Join theCUBE Nov. 17–19

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Hot experts, cold RAM: a big MoE on a box with more memory than VRAM

Two budgets, and only one of them is expensive Every local deployment spends against two budgets at once: the size of the model and the price of the memory holding it.

  • Strata is a memory-efficient inference engine for Mixture of Experts (MoE) models
  • It retains only active experts in memory, leaving others idle
  • DDR system memory is used for model weights during idle periods, instead of expensive VRAM

Relevance Of Software Engineering In Web Apps

We live in the golden age of "vibe coding." Coined to describe the workflow of prompting an LLM, accepting diffs without reading them, and iterating purely on natural language until the UI looks…

  • AI-generated coding simplifies web app creation but poses risks.
  • Software engineering addresses design, security, testing, scaling, and maintenance.

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