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title: How AI is solving the memory crunch it created | daily.dev
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# How AI is solving the memory crunch it created

**[The New Stack](https://daily.dev/sources/newstack)** · [@jkriggins](https://daily.dev/jkriggins) · 7 min read · 0 upvotes · 0 comments

## Summary

RAM prices have surged 170% over the past year, driven by AI workload demand and supply chain shifts from DDR4 to DDR5. Enterprises are over-provisioning by 20–40%, creating significant waste. HPE argues the solution is a three-step approach: establish a real usage baseline with tools like HPE CloudPhysics, adopt predictive provisioning using memory ballooning and oversubscription (coming in Morpheus 9.0), and shift to architectural efficiency via open-source hypervisors and per-socket licensing. This approach can cut costs by up to 50% and reduce decision-making cycle time by 80%.

## Full article

daily.dev links to this article rather than hosting it. Read it at the original source: <https://thenewstack.io/memory-constraint-virtualization-optimization>

---

Tags: [#cloud](https://daily.dev/tags/cloud), [#infrastructure](https://daily.dev/tags/infrastructure), [#finops](https://daily.dev/tags/finops)

[View this post on daily.dev](https://daily.dev/posts/how-ai-is-solving-the-memory-crunch-it-created-yftfgowa7)

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