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    <fireside:genDate>Wed, 07 Oct 2026 04:42:35 +0000</fireside:genDate>
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    <title>Ask Noah Show - Episodes Tagged with “Lightwell”</title>
    <link>https://podcast.asknoahshow.com/tags/lightwell</link>
    <pubDate>Tue, 22 Sep 2026 20:00:00 -0500</pubDate>
    <description>The Ask Noah Show is a weekly talk radio show where we focus on Linux and Open Source technology. We invite the community to participate live on the air 1-855-450-6624. The show airs Tuesdays at 6pm CT on asknoahshow.com and at KEQQ 88.3 FM in Grand Forks ND. It's a free call 1-855-450-NOAH so join us and start on your way to owning your operating system, your software, and technology.</description>
    <language>en-us</language>
    <itunes:type>episodic</itunes:type>
    <itunes:subtitle>The community centered show where you are the content!</itunes:subtitle>
    <itunes:author>Noah J. Chelliah</itunes:author>
    <itunes:summary>The Ask Noah Show is a weekly talk radio show where we focus on Linux and Open Source technology. We invite the community to participate live on the air 1-855-450-6624. The show airs Tuesdays at 6pm CT on asknoahshow.com and at KEQQ 88.3 FM in Grand Forks ND. It's a free call 1-855-450-NOAH so join us and start on your way to owning your operating system, your software, and technology.</itunes:summary>
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    <itunes:explicit>no</itunes:explicit>
    <itunes:owner>
      <itunes:name>Noah J. Chelliah</itunes:name>
      <itunes:email>live@asknoahshow.com</itunes:email>
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<item>
  <title>Ask Noah Show 507</title>
  <link>https://podcast.asknoahshow.com/507</link>
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  <pubDate>Tue, 22 Sep 2026 20:00:00 -0500</pubDate>
  <author>Noah J. Chelliah</author>
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  <itunes:episodeType>full</itunes:episodeType>
  <itunes:author>Noah J. Chelliah</itunes:author>
  <itunes:subtitle>This week Mike McGrath Vice President, Core Platforms for Red Hat joins us to give us the deep dive on Lightwell!</itunes:subtitle>
  <itunes:duration>54:00</itunes:duration>
  <itunes:explicit>no</itunes:explicit>
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  <description>&lt;p&gt;This week Mike McGrath Vice President, Core Platforms for Red Hat joins us to give us the deep dive on Lightwell!&lt;/p&gt;

&lt;h3&gt;&lt;strong&gt;-- During The Show --&lt;/strong&gt;&lt;/h3&gt;

&lt;h4&gt;00:50 Intro&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;Iron sharpens Iron&lt;/li&gt;
&lt;li&gt;Feedback&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;01:50 Show Feedback - Joshua&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;Talking fast at the end of the show&lt;/li&gt;
&lt;li&gt;Inserting tutorial style content&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;04:05 &lt;a href="https://www.redhat.com/en/lightwell" rel="nofollow noopener"&gt;Lightwell&lt;/a&gt; Interview&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://www.redhat.com/en/authors/mike-mcgrath" rel="nofollow noopener"&gt;Mike McGrath&lt;/a&gt; - Vice President, Core Platforms&lt;/li&gt;
&lt;li&gt;What is Red Hat Lightwell&lt;/li&gt;
&lt;li&gt;Where Lightwell came from&lt;/li&gt;
&lt;li&gt;Illustration scenario&lt;/li&gt;
&lt;li&gt;Using AI but interfacing "Human to Human"&lt;/li&gt;
&lt;li&gt;Two tiers of Lightwell&lt;/li&gt;
&lt;li&gt;Lightwell "Network" repo&lt;/li&gt;
&lt;li&gt;Lightwell "Remediated" repo&lt;/li&gt;
&lt;li&gt;Lightwell "Undisclosed" repo&lt;/li&gt;
&lt;li&gt;How it works&lt;/li&gt;
&lt;li&gt;Does Lightwell address compliance requirements?&lt;/li&gt;
&lt;li&gt;Remediation&lt;/li&gt;
&lt;li&gt;What does using Lightwell look like?&lt;/li&gt;
&lt;li&gt;Software Bill of Materials&lt;/li&gt;
&lt;li&gt;Clearing house with SLA&lt;/li&gt;
&lt;li&gt;Details really matter&lt;/li&gt;
&lt;li&gt;Package versioning&lt;/li&gt;
&lt;li&gt;Scanner false positives based on versioning&lt;/li&gt;
&lt;li&gt;&lt;a href="https://osv.dev/" rel="nofollow noopener"&gt;OSV.dev&lt;/a&gt;, Vulnerability Exploitability eXchange (VEX) data&lt;/li&gt;
&lt;li&gt;Open Source packages, scanning and remediation&lt;/li&gt;
&lt;li&gt;How often does upstream reject patches?&lt;/li&gt;
&lt;li&gt;Has Lightwell opened doors?&lt;/li&gt;
&lt;li&gt;Any notable success stories?&lt;/li&gt;
&lt;li&gt;What does Lightwell's roadmap look like?&lt;/li&gt;
&lt;li&gt;Where is Lightwell appropriate?&lt;/li&gt;
&lt;li&gt;What metrics and KPIs should IT leaders look for?&lt;/li&gt;
&lt;li&gt;Walk me through a typical developer workflow&lt;/li&gt;
&lt;li&gt;Cost benefit analysis&lt;/li&gt;
&lt;li&gt;How does Lightwell integrate with existing Red Hat products?&lt;/li&gt;
&lt;li&gt;Previously on &lt;a href="https://podcast.asknoahshow.com/343" rel="nofollow noopener"&gt;ANS 343&lt;/a&gt;, &lt;a href="https://podcast.asknoahshow.com/416" rel="nofollow noopener"&gt;ANS 416&lt;/a&gt;, &lt;a href="https://podcast.asknoahshow.com/443" rel="nofollow noopener"&gt;ANS 443&lt;/a&gt;, &lt;a href="https://podcast.asknoahshow.com/494" rel="nofollow noopener"&gt;ANS 494&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;43:55 News Wire&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;GNU Core Utils 9.12 - &lt;a href="https://www.phoronix.com/news/GNU-Coreutils-9.12" rel="nofollow noopener"&gt;phoronix.com&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Calibre 9.15 - &lt;a href="https://calibre-ebook.com/whats-new" rel="nofollow noopener"&gt;https://calibre-ebook.com/whats-new&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Thunderbird 156 - &lt;a href="https://www.thunderbird.net/en-US/thunderbird/156.0/releasenotes/" rel="nofollow noopener"&gt;thunderbird.net&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Firefox 156 - &lt;a href="https://www.firefox.com/en-US/firefox/156.0/releasenotes/" rel="nofollow noopener"&gt;firefox.com&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Gnome 51 - &lt;a href="https://release.gnome.org/51/" rel="nofollow noopener"&gt;gnome.org&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Q4OS 6.9 - &lt;a href="https://q4os.org/blog.html#news260916" rel="nofollow noopener"&gt;q4os.org&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Garuda Nix - &lt;a href="https://forum.garudalinux.org/t/garuda-nix-released/48803" rel="nofollow noopener"&gt;garudalinux.org&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;MXLinus 25.3 - &lt;a href="https://mxlinux.org/blog/mx-25-3-infinity-isos-now-available/" rel="nofollow noopener"&gt;mxlinux.org&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Ovirt-engine on Oracle Linux - &lt;a href="https://blogs.oracle.com/virtualization/oracle-virtualization-now-supports-oracle-linux-9" rel="nofollow noopener"&gt;oracle.com&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Qwen Image 2.1 - &lt;a href="https://qwen.ai/blog?id=qwen-image-2.1" rel="nofollow noopener"&gt;qwen.ai&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;US District Court AI Ruling - &lt;a href="https://devops.com/us-district-court-decision-in-ais-favor-worries-open-source-developers/" rel="nofollow noopener"&gt;devops.com&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h4&gt;45:10 Microsoft Ports Co-pilot with Ai&lt;/h4&gt;

&lt;ul&gt;
&lt;li&gt;$120,000 in AI tokens spent to port&lt;/li&gt;
&lt;li&gt;800,000 lines of code&lt;/li&gt;
&lt;li&gt;5,300 human hours to review&lt;/li&gt;
&lt;li&gt;16x faster based on benchmarks&lt;/li&gt;
&lt;li&gt;Reaction of an actual developer&lt;/li&gt;
&lt;li&gt;Can't put toothpaste back in the tube&lt;/li&gt;
&lt;li&gt;Effect of Microsoft doing this&lt;/li&gt;
&lt;li&gt;&lt;a href="https://www.theregister.com/devops/2026/09/18/microsoft-agentically-ports-copilot-runtime-to-rust-for-120k/5297549" rel="nofollow noopener"&gt;The Register&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;&lt;strong&gt;--  The Extra Credit Section --&lt;/strong&gt;&lt;/h3&gt;

&lt;p&gt;For links to the articles and material referenced in this week's episode check out this week's page from our podcast dashboard!&lt;/p&gt;

&lt;p&gt;&lt;a href="http://podcast.asknoahshow.com/507" rel="nofollow noopener"&gt;This Episode's Podcast Dashboard&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;a href="http://www.voxtelesys.com/asknoah" rel="nofollow noopener"&gt;Phone Systems for Ask Noah provided by Voxtelesys&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Join us in our dedicated chatroom &lt;a rel="nofollow noopener"&gt;#GeekLab:linuxdelta.com on Matrix&lt;/a&gt;&lt;/p&gt;

&lt;h3&gt;&lt;strong&gt;-- Stay In Touch --&lt;/strong&gt;&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Find all the resources for this show on the Ask Noah Dashboard&lt;/strong&gt;&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;a href="http://www.asknoahshow.com" rel="nofollow noopener"&gt;Ask Noah Dashboard&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;Need more help than a radio show can offer? Altispeed provides commercial IT services and they’re excited to offer you a great deal for listening to the Ask Noah Show. Call today and ask about the discount for listeners of the Ask Noah Show!&lt;/strong&gt;&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;&lt;a href="http://www.altispeed.com/" rel="nofollow noopener"&gt;Altispeed Technologies&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;Contact Noah&lt;/strong&gt;&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;live [at] asknoahshow.com&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;strong&gt;-- Twitter --&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;a href="https://twitter.com/kernellinux" rel="nofollow noopener"&gt;Noah - Kernellinux&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://twitter.com/asknoahshow" rel="nofollow noopener"&gt;Ask Noah Show&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;&lt;a href="https://twitter.com/altispeed" rel="nofollow noopener"&gt;Altispeed Technologies&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Special Guest: Mike McGrath.&lt;/p&gt;
</description>
  <content:encoded>
    <![CDATA[<p>This week Mike McGrath Vice President, Core Platforms for Red Hat joins us to give us the deep dive on Lightwell!</p>

<h3><strong>-- During The Show --</strong></h3>

<h4>00:50 Intro</h4>

<ul>
<li>Iron sharpens Iron</li>
<li>Feedback</li>
</ul>

<h4>01:50 Show Feedback - Joshua</h4>

<ul>
<li>Talking fast at the end of the show</li>
<li>Inserting tutorial style content</li>
</ul>

<h4>04:05 <a href="https://www.redhat.com/en/lightwell" rel="nofollow noopener">Lightwell</a> Interview</h4>

<ul>
<li><a href="https://www.redhat.com/en/authors/mike-mcgrath" rel="nofollow noopener">Mike McGrath</a> - Vice President, Core Platforms</li>
<li>What is Red Hat Lightwell</li>
<li>Where Lightwell came from</li>
<li>Illustration scenario</li>
<li>Using AI but interfacing "Human to Human"</li>
<li>Two tiers of Lightwell</li>
<li>Lightwell "Network" repo</li>
<li>Lightwell "Remediated" repo</li>
<li>Lightwell "Undisclosed" repo</li>
<li>How it works</li>
<li>Does Lightwell address compliance requirements?</li>
<li>Remediation</li>
<li>What does using Lightwell look like?</li>
<li>Software Bill of Materials</li>
<li>Clearing house with SLA</li>
<li>Details really matter</li>
<li>Package versioning</li>
<li>Scanner false positives based on versioning</li>
<li><a href="https://osv.dev/" rel="nofollow noopener">OSV.dev</a>, Vulnerability Exploitability eXchange (VEX) data</li>
<li>Open Source packages, scanning and remediation</li>
<li>How often does upstream reject patches?</li>
<li>Has Lightwell opened doors?</li>
<li>Any notable success stories?</li>
<li>What does Lightwell's roadmap look like?</li>
<li>Where is Lightwell appropriate?</li>
<li>What metrics and KPIs should IT leaders look for?</li>
<li>Walk me through a typical developer workflow</li>
<li>Cost benefit analysis</li>
<li>How does Lightwell integrate with existing Red Hat products?</li>
<li>Previously on <a href="https://podcast.asknoahshow.com/343" rel="nofollow noopener">ANS 343</a>, <a href="https://podcast.asknoahshow.com/416" rel="nofollow noopener">ANS 416</a>, <a href="https://podcast.asknoahshow.com/443" rel="nofollow noopener">ANS 443</a>, <a href="https://podcast.asknoahshow.com/494" rel="nofollow noopener">ANS 494</a></li>
</ul>

<h4>43:55 News Wire</h4>

<ul>
<li><p>GNU Core Utils 9.12 - <a href="https://www.phoronix.com/news/GNU-Coreutils-9.12" rel="nofollow noopener">phoronix.com</a></p></li>
<li><p>Calibre 9.15 - <a href="https://calibre-ebook.com/whats-new" rel="nofollow noopener">https://calibre-ebook.com/whats-new</a></p></li>
<li><p>Thunderbird 156 - <a href="https://www.thunderbird.net/en-US/thunderbird/156.0/releasenotes/" rel="nofollow noopener">thunderbird.net</a></p></li>
<li><p>Firefox 156 - <a href="https://www.firefox.com/en-US/firefox/156.0/releasenotes/" rel="nofollow noopener">firefox.com</a></p></li>
<li><p>Gnome 51 - <a href="https://release.gnome.org/51/" rel="nofollow noopener">gnome.org</a></p></li>
<li><p>Q4OS 6.9 - <a href="https://q4os.org/blog.html#news260916" rel="nofollow noopener">q4os.org</a></p></li>
<li><p>Garuda Nix - <a href="https://forum.garudalinux.org/t/garuda-nix-released/48803" rel="nofollow noopener">garudalinux.org</a></p></li>
<li><p>MXLinus 25.3 - <a href="https://mxlinux.org/blog/mx-25-3-infinity-isos-now-available/" rel="nofollow noopener">mxlinux.org</a></p></li>
<li><p>Ovirt-engine on Oracle Linux - <a href="https://blogs.oracle.com/virtualization/oracle-virtualization-now-supports-oracle-linux-9" rel="nofollow noopener">oracle.com</a></p></li>
<li><p>Qwen Image 2.1 - <a href="https://qwen.ai/blog?id=qwen-image-2.1" rel="nofollow noopener">qwen.ai</a></p></li>
<li><p>US District Court AI Ruling - <a href="https://devops.com/us-district-court-decision-in-ais-favor-worries-open-source-developers/" rel="nofollow noopener">devops.com</a></p></li>
</ul>

<h4>45:10 Microsoft Ports Co-pilot with Ai</h4>

<ul>
<li>$120,000 in AI tokens spent to port</li>
<li>800,000 lines of code</li>
<li>5,300 human hours to review</li>
<li>16x faster based on benchmarks</li>
<li>Reaction of an actual developer</li>
<li>Can't put toothpaste back in the tube</li>
<li>Effect of Microsoft doing this</li>
<li><a href="https://www.theregister.com/devops/2026/09/18/microsoft-agentically-ports-copilot-runtime-to-rust-for-120k/5297549" rel="nofollow noopener">The Register</a></li>
</ul>

<h3><strong>--  The Extra Credit Section --</strong></h3>

<p>For links to the articles and material referenced in this week's episode check out this week's page from our podcast dashboard!</p>

<p><a href="http://podcast.asknoahshow.com/507" rel="nofollow noopener">This Episode's Podcast Dashboard</a></p>

<p><a href="http://www.voxtelesys.com/asknoah" rel="nofollow noopener">Phone Systems for Ask Noah provided by Voxtelesys</a></p>

<p>Join us in our dedicated chatroom <a rel="nofollow noopener">#GeekLab:linuxdelta.com on Matrix</a></p>

<h3><strong>-- Stay In Touch --</strong></h3>

<p><strong>Find all the resources for this show on the Ask Noah Dashboard</strong></p>

<blockquote>
<p><a href="http://www.asknoahshow.com" rel="nofollow noopener">Ask Noah Dashboard</a></p>
</blockquote>

<p><strong>Need more help than a radio show can offer? Altispeed provides commercial IT services and they’re excited to offer you a great deal for listening to the Ask Noah Show. Call today and ask about the discount for listeners of the Ask Noah Show!</strong></p>

<blockquote>
<p><a href="http://www.altispeed.com/" rel="nofollow noopener">Altispeed Technologies</a></p>
</blockquote>

<p><strong>Contact Noah</strong></p>

<blockquote>
<p>live [at] asknoahshow.com</p>
</blockquote>

<p><strong>-- Twitter --</strong></p>

<ul>
<li><a href="https://twitter.com/kernellinux" rel="nofollow noopener">Noah - Kernellinux</a></li>
<li><a href="https://twitter.com/asknoahshow" rel="nofollow noopener">Ask Noah Show</a></li>
<li><a href="https://twitter.com/altispeed" rel="nofollow noopener">Altispeed Technologies</a></li>
</ul><p>Special Guest: Mike McGrath.</p><p><a rel="payment" href="https://patreon.com/linuxdelta">Support Ask Noah Show</a></p>]]>
  </content:encoded>
  <itunes:summary>
    <![CDATA[<p>This week Mike McGrath Vice President, Core Platforms for Red Hat joins us to give us the deep dive on Lightwell!</p>

<h3><strong>-- During The Show --</strong></h3>

<h4>00:50 Intro</h4>

<ul>
<li>Iron sharpens Iron</li>
<li>Feedback</li>
</ul>

<h4>01:50 Show Feedback - Joshua</h4>

<ul>
<li>Talking fast at the end of the show</li>
<li>Inserting tutorial style content</li>
</ul>

<h4>04:05 <a href="https://www.redhat.com/en/lightwell" rel="nofollow noopener">Lightwell</a> Interview</h4>

<ul>
<li><a href="https://www.redhat.com/en/authors/mike-mcgrath" rel="nofollow noopener">Mike McGrath</a> - Vice President, Core Platforms</li>
<li>What is Red Hat Lightwell</li>
<li>Where Lightwell came from</li>
<li>Illustration scenario</li>
<li>Using AI but interfacing "Human to Human"</li>
<li>Two tiers of Lightwell</li>
<li>Lightwell "Network" repo</li>
<li>Lightwell "Remediated" repo</li>
<li>Lightwell "Undisclosed" repo</li>
<li>How it works</li>
<li>Does Lightwell address compliance requirements?</li>
<li>Remediation</li>
<li>What does using Lightwell look like?</li>
<li>Software Bill of Materials</li>
<li>Clearing house with SLA</li>
<li>Details really matter</li>
<li>Package versioning</li>
<li>Scanner false positives based on versioning</li>
<li><a href="https://osv.dev/" rel="nofollow noopener">OSV.dev</a>, Vulnerability Exploitability eXchange (VEX) data</li>
<li>Open Source packages, scanning and remediation</li>
<li>How often does upstream reject patches?</li>
<li>Has Lightwell opened doors?</li>
<li>Any notable success stories?</li>
<li>What does Lightwell's roadmap look like?</li>
<li>Where is Lightwell appropriate?</li>
<li>What metrics and KPIs should IT leaders look for?</li>
<li>Walk me through a typical developer workflow</li>
<li>Cost benefit analysis</li>
<li>How does Lightwell integrate with existing Red Hat products?</li>
<li>Previously on <a href="https://podcast.asknoahshow.com/343" rel="nofollow noopener">ANS 343</a>, <a href="https://podcast.asknoahshow.com/416" rel="nofollow noopener">ANS 416</a>, <a href="https://podcast.asknoahshow.com/443" rel="nofollow noopener">ANS 443</a>, <a href="https://podcast.asknoahshow.com/494" rel="nofollow noopener">ANS 494</a></li>
</ul>

<h4>43:55 News Wire</h4>

<ul>
<li><p>GNU Core Utils 9.12 - <a href="https://www.phoronix.com/news/GNU-Coreutils-9.12" rel="nofollow noopener">phoronix.com</a></p></li>
<li><p>Calibre 9.15 - <a href="https://calibre-ebook.com/whats-new" rel="nofollow noopener">https://calibre-ebook.com/whats-new</a></p></li>
<li><p>Thunderbird 156 - <a href="https://www.thunderbird.net/en-US/thunderbird/156.0/releasenotes/" rel="nofollow noopener">thunderbird.net</a></p></li>
<li><p>Firefox 156 - <a href="https://www.firefox.com/en-US/firefox/156.0/releasenotes/" rel="nofollow noopener">firefox.com</a></p></li>
<li><p>Gnome 51 - <a href="https://release.gnome.org/51/" rel="nofollow noopener">gnome.org</a></p></li>
<li><p>Q4OS 6.9 - <a href="https://q4os.org/blog.html#news260916" rel="nofollow noopener">q4os.org</a></p></li>
<li><p>Garuda Nix - <a href="https://forum.garudalinux.org/t/garuda-nix-released/48803" rel="nofollow noopener">garudalinux.org</a></p></li>
<li><p>MXLinus 25.3 - <a href="https://mxlinux.org/blog/mx-25-3-infinity-isos-now-available/" rel="nofollow noopener">mxlinux.org</a></p></li>
<li><p>Ovirt-engine on Oracle Linux - <a href="https://blogs.oracle.com/virtualization/oracle-virtualization-now-supports-oracle-linux-9" rel="nofollow noopener">oracle.com</a></p></li>
<li><p>Qwen Image 2.1 - <a href="https://qwen.ai/blog?id=qwen-image-2.1" rel="nofollow noopener">qwen.ai</a></p></li>
<li><p>US District Court AI Ruling - <a href="https://devops.com/us-district-court-decision-in-ais-favor-worries-open-source-developers/" rel="nofollow noopener">devops.com</a></p></li>
</ul>

<h4>45:10 Microsoft Ports Co-pilot with Ai</h4>

<ul>
<li>$120,000 in AI tokens spent to port</li>
<li>800,000 lines of code</li>
<li>5,300 human hours to review</li>
<li>16x faster based on benchmarks</li>
<li>Reaction of an actual developer</li>
<li>Can't put toothpaste back in the tube</li>
<li>Effect of Microsoft doing this</li>
<li><a href="https://www.theregister.com/devops/2026/09/18/microsoft-agentically-ports-copilot-runtime-to-rust-for-120k/5297549" rel="nofollow noopener">The Register</a></li>
</ul>

<h3><strong>--  The Extra Credit Section --</strong></h3>

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