Freedman questions Altman's RAM-allocation assumptions
Andrew E. FreedmanTechnology journalist and Tom's Hardware senior editor
Freedman questions Altman's assumptions about continued data-center growth and the relative value of cloud AI and personal-computer uses.
“Some of what Altman is saying is based on an idea that data center buildouts won't slow down.”
Analysis

Where this statement fits
Sam Altman says scarce RAM is better used in data centers; Andrew Freedman challenges the argument
Sam Altman argues that scarce memory should get high utilization in cloud data centers. Technology journalist Andrew E. Freedman questions the assumption that continuous AI use is more valuable than uses on personal computers.
Source and context
Analysis
About this source
Freedman challenges the assumption that continuous use of RAM in AI data centers is more valuable than its use in personal computers.
Archived copy (opens in a new tab)Before the quotation
Freedman discusses Altman's remarks about local inference and RAM in home computers.
After the quotation
He goes on to question why constant AI use should count as more worthwhile than spreadsheets, browsing, games or occasional local AI.
How this statement is classified
The label describes this statement's response within the context above.
Why this label?
Freedman challenges the assumptions used to characterize cloud allocation as preferable.
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More from this case
Read the full caseAltman argues scarce DRAM should go to cloud data centers
“You want maximum utilization in the cloud if you're trying to deal with this very supply constrained environment.”Read statement
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- Freedman questions Altman's RAM-allocation assumptions
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The Dispute Index. "Freedman questions Altman's RAM-allocation assumptions". First published: 2026-11-02. Last updated: 2026-11-02. https://disputeindex.com/events/7658-freedman-questions-altman-s-assumptions-about-continued-data