A Few of the Crazy Ways to Secure Secrets on Kubernetes / OpenShift

Injecting sensitive secrets like API keys, credentials, and tokens into running containers presents significant security challenges that go far beyond the basic Kubernetes Secret mechanisms. While standard approaches li…...

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RAG+ Revolution: How Application-Aware Reasoning Transforms AI Knowledge Systems

Paper Review and AttributionThis article is based on the fascinating research paper "RAG+: Enhancing Retrieval-Augmented Generation with Application-Aware Reasoning" by Yu Wang, Shiwan Zhao, Ming Fan, and coll…...

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Graceful Degradation Strategies for GenAI Systems: Enterprise Implementation Framework

IntroductionGraceful degradation ensures systems maintain core functionality even when components fail or face performance issues, rather than experiencing complete system failure. In GenAI and inference systems, this c…...

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Agentic AI: Using a Buzzword to Justify Premium Charges to Uninformed Buyers

Since my original post took off, quite a few of you have reached out asking for more detailed examples. So today, I’m diving into one of those examples from the previous post and unpacking it in greater depth. The Marke…...

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Complete Guide to LLM Inference Servers: From Basics to Production

Introduction: Why Inference Servers MatterImagine you've trained the perfect AI model that can answer any question, write code, or help with complex reasoning. But there's a catch: it takes 30 seconds to respond…...

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