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AI Assistants Compared — Architecture vs Marketecture

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Executive Summary The current wave of “AI comparison charts” (ChatGPT vs Gemini vs Claude vs others) are not wrong—but they are not reliable. They conflate: This article reframes the comparison using: The Core Problem Most comparisons: 👉 Example flaw:“Perplexity = best for research”→ In reality, it is a retrieval + UX layer over models, not … Read more

Silent Failure in Linux Mount Points — and How to Eliminate It

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Executive Summary A common but underappreciated failure mode in Linux systems is silent fallback when a mount point is unavailable.If a filesystem is not mounted, Linux will continue to write to the underlying directory without warning. This can result in: This article outlines the failure mode, why it occurs, and practical architectural patterns to eliminate … Read more