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    <title>Shelfmark News and Blog</title>
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    <description>AI production intelligence for continuous-flow manufacturing: company news, press releases, and the Shelfmark blog.</description>
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      <title><![CDATA[What Is AI Production Intelligence? The Next Era of Continuous-Flow Manufacturing]]></title>
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      <pubDate>Tue, 04 Aug 2026 12:00:00 GMT</pubDate>
      <description><![CDATA[Learn how AI production intelligence helps continuous-flow manufacturers detect defects, uncover root causes, prevent recurrence and make every run smarter.]]></description>
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      <title><![CDATA[The Future of Continuous-Flow Manufacturing Is Already Running]]></title>
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      <pubDate>Tue, 04 Aug 2026 12:00:00 GMT</pubDate>
      <description><![CDATA[AI is giving manufacturing’s most overlooked production lines the ability to see every run, understand what happened and get smarter over time.]]></description>
    </item>
    <item>
      <title><![CDATA[Shelfmark will share some big news soon.]]></title>
      <link>https://www.linkedin.com/posts/pat-o-donnell-78993267_shelfmark-will-share-some-big-news-soon-share-7480293412051517440-FIYL/</link>
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      <pubDate>Wed, 15 Jul 2026 12:00:00 GMT</pubDate>
      <description><![CDATA[A short note from Pat ahead of an announcement we have been heads-down on. Read it on LinkedIn…]]></description>
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      <title><![CDATA[A football field long roll of webbing, inspected in 6 minutes.]]></title>
      <link>https://lnkd.in/p/gC9AxUZg</link>
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      <pubDate>Wed, 24 Jun 2026 12:00:00 GMT</pubDate>
      <description><![CDATA[High performance webbing is a 4.7 billion dollar industry with a quality and speed bottleneck. To meet the standard, manufacturers have been unrolling those rolls by hand, foot by foot.]]></description>
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      <title><![CDATA[There are over 1,800 truss manufacturing sites in the U.S., and they all fight the same problem.]]></title>
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      <pubDate>Wed, 20 May 2026 12:00:00 GMT</pubDate>
      <description><![CDATA[High-mix production with zero tolerance for mistakes. One plate, one misalignment, one bad joint, and the cost is not small. Why our inspection system sits at the end of the line, on a display right next to the operator.]]></description>
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      <title><![CDATA[20+ warm leads from a room full of print executives, and not one of them was there for the AI.]]></title>
      <link>https://lnkd.in/p/gCub76Ds</link>
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      <pubDate>Wed, 15 Apr 2026 12:00:00 GMT</pubDate>
      <description><![CDATA[They recognized the tradeoff they fight every day: speed versus quality. These leads realize it does not need to be a tradeoff anymore. The real unlock is not just catching defects, it is knowing what caused them.]]></description>
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      <title><![CDATA[Pittsburgh has always been a city that understands making things.]]></title>
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      <pubDate>Wed, 11 Mar 2026 12:00:00 GMT</pubDate>
      <description><![CDATA[Costs are up. Labor is tight. Margins are shrinking. But the expectation for quality never goes away. Why the next generation of manufacturing technology comes from teams willing to get close to the floor.]]></description>
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    <item>
      <title><![CDATA[Most startups start with a pitch deck. Ours started with a $5,000 check on a factory floor.]]></title>
      <link>https://lnkd.in/p/gDpAzFWj</link>
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      <pubDate>Wed, 04 Feb 2026 12:00:00 GMT</pubDate>
      <description><![CDATA[We were trying to sell AI inventory cameras. The plant manager an hour outside Pittsburgh had a different question: can you point those cameras at my printers and tell me when something goes wrong?]]></description>
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