8h ago · 4 min read · A strange problem showed up while I fixed storage in Kubernetes. The whole thing made little sense at first. I was trying to make an existing PersistentVolumeClaim (PVC) work with ReadWriteMany (RWX)
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Mar 7 · 6 min read · Designed a high-security exam environment serving 200+ students on 48 shared devices. This project leverages Microsoft Intune and Azure Storage to deliver strict device hardening, centralized data iso
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Feb 17 · 5 min read · TL;DR – AI SuperCloud The traditional cloud isn’t built for large-scale AI workloads. Modern AI needs multi-GPU training, massive data pipelines, and low-latency inference. Most AI infrastructure i
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Feb 16 · 6 min read · This article documents a real-world PostgreSQL production incident.All business names, schemas, queries, IPs, and identifiers have been anonymized for confidentiality. 📌 System Overview OS: Ubuntu Server 24.04 LTS Database: PostgreSQL 16.x CPU:...
Join discussionFeb 13 · 4 min read · When you buy a new Hard Drive or SSD, it is essentially a high-tech brick. It is a vast, empty landscape of 0s and 1s with no instructions, no organization, and no purpose. How your computer turns that "brick" into a place where you can save your pho...
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