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25 Oktober 2026
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Opinion

OpenAI's Habitat Storage Reminder: Infrastructure Wins, Not Just Models

OpenAI described how its Habitat storage layer serves more than a billion ChatGPT users with 12x faster reads. It is the least sexy AI story of the week and the most important.

A model is only as good as the system that delivers it. A billion users means a billion concurrent reads, and a slow read turns a brilliant answer into a spinner people abandon.

We obsess over parameters and benchmarks and ignore the plumbing that makes the product feel instant. The plumbing is why ChatGPT is a habit and not a science project.

If you build anything at scale, study the storage layer, not just the prompt. The model gets the screenshots. The infrastructure gets the users.

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