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    <title>Resources</title>
    <link>https://entelion.ai/resources</link>
    <description>Resources</description>
    <language>en</language>
    <pubDate>Fri, 21 Aug 2026 10:35:57 GMT</pubDate>
    <dc:date>2026-08-21T10:35:57Z</dc:date>
    <dc:language>en</dc:language>
    <item>
      <title>The Annex 11 revision explained</title>
      <link>https://entelion.ai/resources/the-annex-11-revision-explained</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://entelion.ai/resources/the-annex-11-revision-explained" title="" class="hs-featured-image-link"&gt; &lt;img src="https://entelion.ai/hubfs/entelion/home-hero.png" alt="The Annex 11 revision explained" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;This article outlines the Annex 11 revision and what it means for validation teams working with computerized and AI-driven systems.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://entelion.ai/resources/the-annex-11-revision-explained" title="" class="hs-featured-image-link"&gt; &lt;img src="https://entelion.ai/hubfs/entelion/home-hero.png" alt="The Annex 11 revision explained" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;This article outlines the Annex 11 revision and what it means for validation teams working with computerized and AI-driven systems.&lt;/p&gt;  
&lt;img src="https://track-eu1.hubspot.com/__ptq.gif?a=148512378&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fentelion.ai%2Fresources%2Fthe-annex-11-revision-explained&amp;amp;bu=https%253A%252F%252Fentelion.ai%252Fresources&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>Guide</category>
      <pubDate>Thu, 06 Aug 2026 09:00:00 GMT</pubDate>
      <author>hello@entelion.com (Entelion)</author>
      <guid>https://entelion.ai/resources/the-annex-11-revision-explained</guid>
      <dc:date>2026-08-06T09:00:00Z</dc:date>
    </item>
    <item>
      <title>The CSV-to-CSA transition, and what it actually means</title>
      <link>https://entelion.ai/resources/the-csv-to-csa-transition</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://entelion.ai/resources/the-csv-to-csa-transition" title="" class="hs-featured-image-link"&gt; &lt;img src="https://entelion.ai/hubfs/entelion/platform-assistant.png" alt="The CSV-to-CSA transition, and what it actually means" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Computer Software Assurance reframes how teams prioritize testing. This post summarizes the shift from traditional CSV to a risk-based CSA approach.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://entelion.ai/resources/the-csv-to-csa-transition" title="" class="hs-featured-image-link"&gt; &lt;img src="https://entelion.ai/hubfs/entelion/platform-assistant.png" alt="The CSV-to-CSA transition, and what it actually means" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Computer Software Assurance reframes how teams prioritize testing. This post summarizes the shift from traditional CSV to a risk-based CSA approach.&lt;/p&gt;  
&lt;img src="https://track-eu1.hubspot.com/__ptq.gif?a=148512378&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fentelion.ai%2Fresources%2Fthe-csv-to-csa-transition&amp;amp;bu=https%253A%252F%252Fentelion.ai%252Fresources&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>Guide</category>
      <pubDate>Wed, 05 Aug 2026 09:00:00 GMT</pubDate>
      <author>hello@entelion.com (Entelion)</author>
      <guid>https://entelion.ai/resources/the-csv-to-csa-transition</guid>
      <dc:date>2026-08-05T09:00:00Z</dc:date>
    </item>
    <item>
      <title>GAMP 5 Second Edition in practice</title>
      <link>https://entelion.ai/resources/gamp-5-second-edition-in-practice</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://entelion.ai/resources/gamp-5-second-edition-in-practice" title="" class="hs-featured-image-link"&gt; &lt;img src="https://entelion.ai/hubfs/entelion/Rectangle%20(5).png" alt="GAMP 5 Second Edition in practice" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;GAMP 5 remains the shared reference for life-science software validation. Here's how teams apply its Second Edition alongside modern AI workflows.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://entelion.ai/resources/gamp-5-second-edition-in-practice" title="" class="hs-featured-image-link"&gt; &lt;img src="https://entelion.ai/hubfs/entelion/Rectangle%20(5).png" alt="GAMP 5 Second Edition in practice" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;GAMP 5 remains the shared reference for life-science software validation. Here's how teams apply its Second Edition alongside modern AI workflows.&lt;/p&gt;  
&lt;img src="https://track-eu1.hubspot.com/__ptq.gif?a=148512378&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fentelion.ai%2Fresources%2Fgamp-5-second-edition-in-practice&amp;amp;bu=https%253A%252F%252Fentelion.ai%252Fresources&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>Guide</category>
      <pubDate>Tue, 04 Aug 2026 09:00:00 GMT</pubDate>
      <author>hello@entelion.com (Entelion)</author>
      <guid>https://entelion.ai/resources/gamp-5-second-edition-in-practice</guid>
      <dc:date>2026-08-04T09:00:00Z</dc:date>
    </item>
    <item>
      <title>Validating AI systems, and how we validate ourselves</title>
      <link>https://entelion.ai/resources/validating-ai-systems</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://entelion.ai/resources/validating-ai-systems" title="" class="hs-featured-image-link"&gt; &lt;img src="https://entelion.ai/hubfs/entelion/home-hero.png" alt="Validating AI systems, and how we validate ourselves" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;AI systems introduce new validation challenges: model drift, data lineage, and explainability. Here's how we're framing the problem.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://entelion.ai/resources/validating-ai-systems" title="" class="hs-featured-image-link"&gt; &lt;img src="https://entelion.ai/hubfs/entelion/home-hero.png" alt="Validating AI systems, and how we validate ourselves" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;AI systems introduce new validation challenges: model drift, data lineage, and explainability. Here's how we're framing the problem.&lt;/p&gt;  
&lt;img src="https://track-eu1.hubspot.com/__ptq.gif?a=148512378&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fentelion.ai%2Fresources%2Fvalidating-ai-systems&amp;amp;bu=https%253A%252F%252Fentelion.ai%252Fresources&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>Webinar</category>
      <pubDate>Mon, 03 Aug 2026 09:00:00 GMT</pubDate>
      <author>hello@entelion.com (Entelion)</author>
      <guid>https://entelion.ai/resources/validating-ai-systems</guid>
      <dc:date>2026-08-03T09:00:00Z</dc:date>
    </item>
    <item>
      <title>Your validation starts decaying the day you sign it</title>
      <link>https://entelion.ai/resources/validation-starts-decaying</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://entelion.ai/resources/validation-starts-decaying" title="" class="hs-featured-image-link"&gt; &lt;img src="https://entelion.ai/hubfs/entelion/platform-assistant.png" alt="Your validation starts decaying the day you sign it" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Signed protocols age the moment the system changes. Validation only holds up if it's treated as a living control, not a one-off event.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://entelion.ai/resources/validation-starts-decaying" title="" class="hs-featured-image-link"&gt; &lt;img src="https://entelion.ai/hubfs/entelion/platform-assistant.png" alt="Your validation starts decaying the day you sign it" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Signed protocols age the moment the system changes. Validation only holds up if it's treated as a living control, not a one-off event.&lt;/p&gt;  
&lt;img src="https://track-eu1.hubspot.com/__ptq.gif?a=148512378&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fentelion.ai%2Fresources%2Fvalidation-starts-decaying&amp;amp;bu=https%253A%252F%252Fentelion.ai%252Fresources&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>Guide</category>
      <pubDate>Sun, 02 Aug 2026 09:00:00 GMT</pubDate>
      <author>hello@entelion.com (Entelion)</author>
      <guid>https://entelion.ai/resources/validation-starts-decaying</guid>
      <dc:date>2026-08-02T09:00:00Z</dc:date>
    </item>
    <item>
      <title>Continuous validation vs. re-validation: a practical guide</title>
      <link>https://entelion.ai/resources/continuous-validation-vs-re-validation</link>
      <description>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://entelion.ai/resources/continuous-validation-vs-re-validation" title="" class="hs-featured-image-link"&gt; &lt;img src="https://entelion.ai/hubfs/entelion/Rectangle%20(5).png" alt="Continuous validation vs. re-validation: a practical guide" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Teams often ask whether continuous validation replaces re-validation. This guide compares triggers, evidence packs, and decision criteria.&lt;/p&gt;</description>
      <content:encoded>&lt;div class="hs-featured-image-wrapper"&gt; 
 &lt;a href="https://entelion.ai/resources/continuous-validation-vs-re-validation" title="" class="hs-featured-image-link"&gt; &lt;img src="https://entelion.ai/hubfs/entelion/Rectangle%20(5).png" alt="Continuous validation vs. re-validation: a practical guide" class="hs-featured-image" style="width:auto !important; max-width:50%; float:left; margin:0 15px 15px 0;"&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;Teams often ask whether continuous validation replaces re-validation. This guide compares triggers, evidence packs, and decision criteria.&lt;/p&gt;  
&lt;img src="https://track-eu1.hubspot.com/__ptq.gif?a=148512378&amp;amp;k=14&amp;amp;r=https%3A%2F%2Fentelion.ai%2Fresources%2Fcontinuous-validation-vs-re-validation&amp;amp;bu=https%253A%252F%252Fentelion.ai%252Fresources&amp;amp;bvt=rss" alt="" width="1" height="1" style="min-height:1px!important;width:1px!important;border-width:0!important;margin-top:0!important;margin-bottom:0!important;margin-right:0!important;margin-left:0!important;padding-top:0!important;padding-bottom:0!important;padding-right:0!important;padding-left:0!important; "&gt;</content:encoded>
      <category>Guide</category>
      <pubDate>Sat, 01 Aug 2026 09:00:00 GMT</pubDate>
      <author>hello@entelion.com (Entelion)</author>
      <guid>https://entelion.ai/resources/continuous-validation-vs-re-validation</guid>
      <dc:date>2026-08-01T09:00:00Z</dc:date>
    </item>
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