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    <description>Practical engineering writing on software cost, architecture decisions and delivery failure modes, from Canopus IT Solutions.</description>
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      <title>Build or Buy Software? The Test We Apply</title>
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      <description>A development company saying build is not news. Here is the per-process test we run before quoting, including the products we tell clients to buy instead.</description>
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      <title>Where Cloud Spend Actually Leaks</title>
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      <description>Six findings recur on almost every cloud cost review, and none of them require re-architecting anything. What each one looks like, why it happens, and the fix.</description>
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      <title>RAG or Fine-Tuning: Which Does Your AI Need?</title>
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      <description>Fine-tuning changes how a model behaves. RAG changes what it knows. Most teams reach for the wrong one — here is the decision, and what decides it.</description>
      <pubDate>Sun, 23 Aug 2026 09:00:00 GMT</pubDate>
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      <title>Fixed Price or Time and Materials?</title>
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      <description>Every engagement model transfers risk somewhere. Anyone presenting one as strictly better is selling the one that suits them. The trade-offs, explained.</description>
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      <title>What Drives the Cost of a SaaS MVP</title>
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      <description>Four decisions set the price of a SaaS MVP before anyone writes code. What each one adds, where the budget goes, and what to cut for a lower number.</description>
      <pubDate>Sun, 23 Aug 2026 09:00:00 GMT</pubDate>
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      <title>Why API Integrations Fail Silently</title>
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      <description>Integrations rarely crash. They stop writing and nobody notices until stocktake. Five failure modes, each with the engineering pattern that prevents it.</description>
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      <title>Native vs Cross-Platform Mobile Apps</title>
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      <description>Cross-platform suits roughly 70% of business apps. Here is the specific list of cases where it does not, and why we quote the more expensive option for them.</description>
      <pubDate>Sun, 23 Aug 2026 09:00:00 GMT</pubDate>
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