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    <title>DeepMechanix — Field Notes</title>
    <link>https://www.deepmechanix.com/blog</link>
    <description>Code interpretation, worked examples, and honest tool comparisons for pressure vessel engineers.</description>
    <language>en-us</language>
    <lastBuildDate>Fri, 03 Jul 2026 00:00:00 GMT</lastBuildDate>
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      <title>What's Actually Changing in CAD, FEA, and Engineering Simulation</title>
      <link>https://www.deepmechanix.com/blog/cad-fea-engineering-ai-2026</link>
      <guid>https://www.deepmechanix.com/blog/cad-fea-engineering-ai-2026</guid>
      <description>A grounded look at where AI is showing real results in CAD, FEA, optimization, and agentic engineering workflows in 2026, and where DeepMechanix fits within it for EPC and pressure vessel design.</description>
      <pubDate>Fri, 03 Jul 2026 00:00:00 GMT</pubDate>
      <category>Industry</category>
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    <item>
      <title>Autonomous Materials Discovery: How AI Is Rewriting the Discovery Loop</title>
      <link>https://www.deepmechanix.com/blog/autonomous-materials-discovery</link>
      <guid>https://www.deepmechanix.com/blog/autonomous-materials-discovery</guid>
      <description>A working guide to accelerated and autonomous materials discovery: the process–structure–property paradigm, how AI compresses the search, and the self-driving labs (A-Lab, Radical AI, Periodic Labs, Medra) closing the loop between hypothesis and matter.</description>
      <pubDate>Wed, 01 Jul 2026 00:00:00 GMT</pubDate>
      <category>Materials &amp; AI</category>
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    <item>
      <title>Pressure Vessel Engineering: History, Mechanics, ASME Standards &amp; the Future</title>
      <link>https://www.deepmechanix.com/blog/pressure-vessel-engineering-guide</link>
      <guid>https://www.deepmechanix.com/blog/pressure-vessel-engineering-guide</guid>
      <description>A comprehensive technical reference for engineers, inspectors, and industry professionals — the disasters that wrote the rules, the physics that makes them work, and what comes next.</description>
      <pubDate>Mon, 22 Jun 2026 00:00:00 GMT</pubDate>
      <category>Code Explained</category>
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      <title>AI for EPC: Where Artificial Intelligence Fits in the Engineering, Procurement &amp; Construction Workflow</title>
      <link>https://www.deepmechanix.com/blog/ai-for-epc-where-artificial-intelligence-fits</link>
      <guid>https://www.deepmechanix.com/blog/ai-for-epc-where-artificial-intelligence-fits</guid>
      <description>AI fits the EPC workflow wherever engineers reproduce codified knowledge or regenerate documents by hand — estimating, engineering calculations, procurement specs, and as-built control. A stage-by-stage map.</description>
      <pubDate>Tue, 16 Jun 2026 00:00:00 GMT</pubDate>
      <category>Industry</category>
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    <item>
      <title>What Is EPC? How Engineering, Procurement &amp; Construction Projects Actually Work</title>
      <link>https://www.deepmechanix.com/blog/what-is-epc-engineering-procurement-construction</link>
      <guid>https://www.deepmechanix.com/blog/what-is-epc-engineering-procurement-construction</guid>
      <description>EPC is a project-delivery model where one contractor handles engineering, procurement, and construction under a single contract, usually for a fixed price. What each phase involves, and why documentation governs the whole thing.</description>
      <pubDate>Mon, 15 Jun 2026 00:00:00 GMT</pubDate>
      <category>Industry</category>
    </item>
    <item>
      <title>From Spec Sheet to U-Stamp: The Complete Vessel Design Workflow</title>
      <link>https://www.deepmechanix.com/blog/what-is-mawp</link>
      <guid>https://www.deepmechanix.com/blog/what-is-mawp</guid>
      <description>The full path from customer datasheet to stamped vessel: materials, design-by-rule calcs, AI review, fabrication hold points, hydrotest, and the U-1A dossier.</description>
      <pubDate>Wed, 10 Jun 2026 00:00:00 GMT</pubDate>
      <category>Code Explained</category>
    </item>
    <item>
      <title>From Spec Sheet to U-Stamp: The Complete Vessel Design Workflow</title>
      <link>https://www.deepmechanix.com/blog/spec-sheet-to-u-stamp-workflow</link>
      <guid>https://www.deepmechanix.com/blog/spec-sheet-to-u-stamp-workflow</guid>
      <description>The full path from customer datasheet to stamped vessel: materials, design-by-rule calcs, AI review, fabrication hold points, hydrotest, and the U-1A dossier.</description>
      <pubDate>Wed, 10 Jun 2026 00:00:00 GMT</pubDate>
      <category>Code Explained</category>
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    <item>
      <title>The Best Pressure Vessel Design Software in 2026 — An Honest Comparison</title>
      <link>https://www.deepmechanix.com/blog/best-pressure-vessel-design-software-2026</link>
      <guid>https://www.deepmechanix.com/blog/best-pressure-vessel-design-software-2026</guid>
      <description>COMPRESS, PV Elite, AutoPIPE Vessel, DesignCalcs, VES, NextGen, and DeepMechanix compared on price, codes, and report quality — list prices verified June 2026.</description>
      <pubDate>Wed, 10 Jun 2026 00:00:00 GMT</pubDate>
      <category>Comparisons</category>
    </item>
    <item>
      <title>ASME Section VIII: Division 1 vs Division 2, Explained</title>
      <link>https://www.deepmechanix.com/blog/asme-section-viii-division-1-vs-division-2</link>
      <guid>https://www.deepmechanix.com/blog/asme-section-viii-division-1-vs-division-2</guid>
      <description>Division 1 is design-by-rule with higher margins; Division 2 trades engineering rigor for thinner walls. Margins, classes, costs, and when each wins.</description>
      <pubDate>Wed, 10 Jun 2026 00:00:00 GMT</pubDate>
      <category>Code Explained</category>
    </item>
    <item>
      <title>What Is Physical AI? The Future of Simulation: Differentiable Physics &amp; the AI Paradigm Shift</title>
      <link>https://www.deepmechanix.com/blog/physical-ai-future-of-simulation</link>
      <guid>https://www.deepmechanix.com/blog/physical-ai-future-of-simulation</guid>
      <description>How a century of numerical mathematics is being reimagined by deep learning — and why it changes everything for engineering.</description>
      <pubDate>Sun, 01 Jun 2025 00:00:00 GMT</pubDate>
      <category>Research</category>
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