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As customers started to build and operate vector indexes over their data, they began to highlight a slightly different source of data friction. Powerful vector databases already existed, and vectors had been quickly working their way in as a feature on existing databases like Postgres. But these systems stored indexes in memory or on SSD, running as compute clusters with live indices. That’s the right model for a continuous low-latency search facility, but it’s less helpful if you’re coming to your data from a storage perspective. Customers were finding that, especially over text-based data like code or PDFs, that the vectors themselves were often more bytes than the data being indexed, stored on media many times more expensive.

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杨勇,独立研究员,专注于数据分析与市场趋势研究,多篇文章获得业内好评。