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GPU Management on Kubernetes: From Architecture to kubectl
A practical guide to inspecting GPU capacity, allocating devices, validating CUDA workloads and troubleshooting Kubernetes scheduling, with downloadable manifests.
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ApacheCamel
Apache Camel JBang: From Architecture Diagram to a Testable PoC
A PoC should answer architectural questions. Camel JBang shortens the path from a diagram to an observable integration, leaving more time to test …
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AIInfrastructure
AI Storage: Ask What Runs on Your Nodes Before Asking About Throughput
NetApp Novus puts impressive throughput targets on the table. The more revealing discussion starts with the client stack, node upgrades, metadata …
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Kubernetes
Cozystack: Why Transparency Matters in a Private Cloud
Cozystack published both its reference-bench results and its unfinished work. Here is why that matters when evaluating an open-source private cloud, …
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BizTalk
BizTalk Migration: Understand the Existing Integrations Before Designing the Target
A low-volume interface hid destructive database operations and dependencies across two engines. This is why understanding the existing integrations …
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Kubernetes
Kubernetes 1.37: What Native HPA Scale-to-Zero Changes for Platform Teams
Removing the last idle worker is now a native HPA option. The architectural questions move to metric availability, recovery latency, safe shutdown, …
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AI
HomeCortex v1.2: Automated Installation and a New Local Dashboard
In May 2026, I published my first article about HomeCortex , a local-first voice assistant for the smart home connected to Home Assistant. The project …
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