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    <title>AI on Morteza Azizi</title>
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      <title>Why I Chose RAG as My First Reference Implementation</title>
      <link>https://www.mortezaazizi.com/posts/architecture-through-engineering-01-why-i-chose-rag-as-my-first-reference-implementation/</link>
      <pubDate>Mon, 03 Aug 2026 00:00:00 +0000</pubDate>
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      <description>&lt;h1 id=&#34;why-i-chose-rag-as-my-first-reference-implementation&#34;&gt;&#xA;  Why I Chose RAG as My First Reference Implementation&#xA;  &lt;a class=&#34;heading-link&#34; href=&#34;#why-i-chose-rag-as-my-first-reference-implementation&#34;&gt;&#xA;    &lt;i class=&#34;fa-solid fa-link&#34; aria-hidden=&#34;true&#34; title=&#34;Link to heading&#34;&gt;&lt;/i&gt;&#xA;    &lt;span class=&#34;sr-only&#34;&gt;Link to heading&lt;/span&gt;&#xA;  &lt;/a&gt;&#xA;&lt;/h1&gt;&#xA;&lt;blockquote&gt;&#xA;&lt;p&gt;&lt;em&gt;Part 1 of the Architecture Through Engineering series.&lt;/em&gt;&lt;/p&gt;&#xA;&lt;/blockquote&gt;&#xA;&lt;hr&gt;&#xA;&lt;h2 id=&#34;the-obvious-question&#34;&gt;&#xA;  The Obvious Question&#xA;  &lt;a class=&#34;heading-link&#34; href=&#34;#the-obvious-question&#34;&gt;&#xA;    &lt;i class=&#34;fa-solid fa-link&#34; aria-hidden=&#34;true&#34; title=&#34;Link to heading&#34;&gt;&lt;/i&gt;&#xA;    &lt;span class=&#34;sr-only&#34;&gt;Link to heading&lt;/span&gt;&#xA;  &lt;/a&gt;&#xA;&lt;/h2&gt;&#xA;&lt;p&gt;After publishing the manifesto, one question appeared almost immediately.&lt;/p&gt;&#xA;&lt;p&gt;Why RAG?&lt;/p&gt;&#xA;&lt;p&gt;It&amp;rsquo;s a fair question.&lt;/p&gt;&#xA;&lt;p&gt;The internet already has thousands of RAG tutorials, examples, and reference implementations. If the goal of this series is architecture, I could have chosen almost anything.&lt;/p&gt;</description>
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      <title>AI-first architecture for essential systems: what actually changes</title>
      <link>https://www.mortezaazizi.com/posts/ai-first-architecture-for-essential-systems-what-actually-changes/</link>
      <pubDate>Sat, 04 Jul 2026 00:00:00 +0000</pubDate>
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      <description>&lt;h1 id=&#34;ai-first-architecture-for-essential-systems-what-actually-changes&#34;&gt;&#xA;  AI-first architecture for essential systems: what actually changes&#xA;  &lt;a class=&#34;heading-link&#34; href=&#34;#ai-first-architecture-for-essential-systems-what-actually-changes&#34;&gt;&#xA;    &lt;i class=&#34;fa-solid fa-link&#34; aria-hidden=&#34;true&#34; title=&#34;Link to heading&#34;&gt;&lt;/i&gt;&#xA;    &lt;span class=&#34;sr-only&#34;&gt;Link to heading&lt;/span&gt;&#xA;  &lt;/a&gt;&#xA;&lt;/h1&gt;&#xA;&lt;p&gt;AI is already part of software delivery. Developers use it to generate code, write tests, understand legacy code and speed up routine work. That is no longer experimental. It is already happening in real teams.&lt;/p&gt;&#xA;&lt;p&gt;For organisations running essential systems, that creates both opportunity and risk.&lt;/p&gt;&#xA;&lt;p&gt;By essential systems, I mean systems where failure has a serious business, legal, financial or operational impact. That includes areas like banking, telecom, healthcare, energy, insurance, logistics and public services.&lt;/p&gt;</description>
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