https://ure.us/pillars/io-storage--data-path/Recent content in IO Storage & Data Path on UREHugo -- 0.164.0en-usThu, 02 Apr 2026 00:00:00 +0000https://ure.us/articles/a-million-pdfs-wont-organize-themselves/Thu, 02 Apr 2026 00:00:00 +0000https://ure.us/articles/a-million-pdfs-wont-organize-themselves/A million corporate PDFs in a RAG pipeline revealed what tutorials never mention -- the parsing, embedding, and graph labor that no shortcut survives at scale.https://ure.us/articles/tail-latency-killed-beowulf-cluster-2006/Sun, 04 Jan 2026 00:00:00 +0000https://ure.us/articles/tail-latency-killed-beowulf-cluster-2006/In 2006, I learned that scaling out doesn't work when the interconnect is the bottleneck. Twenty years later, the same physics governs GPU infrastructure.