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https://github.com/velocitatem/PHANTOM.git
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tailored academic page
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@@ -5,37 +5,28 @@
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<meta name="viewport" content="width=device-width, initial-scale=1">
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<!-- Primary Meta Tags -->
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<!-- TODO: Replace with your paper title and author names -->
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<meta name="title" content="PAPER_TITLE - AUTHOR_NAMES">
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<!-- TODO: Write a compelling 150-160 character description of your research -->
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<meta name="description" content="BRIEF_DESCRIPTION_OF_YOUR_RESEARCH_CONTRIBUTION_AND_FINDINGS">
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<!-- TODO: Add 5-10 relevant keywords for your research area -->
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<meta name="keywords" content="KEYWORD1, KEYWORD2, KEYWORD3, machine learning, computer vision, AI">
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<!-- TODO: List all authors -->
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<meta name="author" content="FIRST_AUTHOR_NAME, SECOND_AUTHOR_NAME">
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<meta name="title" content="PHANTOM: Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms">
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<meta name="description" content="Developing pricing heuristics to protect e-commerce platforms from systematic exploitation by LLM agents in dynamic pricing environments through behavioral signature detection.">
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<meta name="keywords" content="dynamic pricing, LLM agents, e-commerce security, behavioral detection, pricing heuristics, recommendation systems, agent detection, AI security, pricing integrity">
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<meta name="author" content="Daniel Alves Rösel">
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<meta name="robots" content="index, follow">
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<meta name="language" content="English">
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<!-- Open Graph / Facebook -->
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<meta property="og:type" content="article">
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<!-- TODO: Replace with your institution or lab name -->
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<meta property="og:site_name" content="INSTITUTION_OR_LAB_NAME">
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<!-- TODO: Same as paper title above -->
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<meta property="og:title" content="PAPER_TITLE">
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<!-- TODO: Same as description above -->
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<meta property="og:description" content="BRIEF_DESCRIPTION_OF_YOUR_RESEARCH_CONTRIBUTION_AND_FINDINGS">
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<!-- TODO: Replace with your actual website URL -->
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<meta property="og:url" content="https://YOUR_DOMAIN.com/YOUR_PROJECT_PAGE">
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<!-- TODO: Create a 1200x630px preview image and update path -->
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<meta property="og:image" content="https://YOUR_DOMAIN.com/static/images/social_preview.png">
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<meta property="og:site_name" content="PHANTOM Research">
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<meta property="og:title" content="PHANTOM: Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms">
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<meta property="og:description" content="Developing pricing heuristics to protect e-commerce platforms from systematic exploitation by LLM agents in dynamic pricing environments through behavioral signature detection.">
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<meta property="og:url" content="TODO">
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<meta property="og:image" content="TODO">
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<meta property="og:image:width" content="1200">
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<meta property="og:image:height" content="630">
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<meta property="og:image:alt" content="PAPER_TITLE - Research Preview">
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<meta property="article:published_time" content="2024-01-01T00:00:00.000Z">
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<meta property="article:author" content="FIRST_AUTHOR_NAME">
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<meta property="og:image:alt" content="PHANTOM Research Preview">
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<meta property="article:published_time" content="2025-01-01T00:00:00.000Z">
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<meta property="article:author" content="Daniel Alves Rösel">
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<meta property="article:section" content="Research">
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<meta property="article:tag" content="KEYWORD1">
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<meta property="article:tag" content="KEYWORD2">
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<meta property="article:tag" content="dynamic pricing">
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<meta property="article:tag" content="LLM agents">
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<!-- Twitter -->
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<meta name="twitter:card" content="summary_large_image">
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@@ -52,12 +43,11 @@
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<meta name="twitter:image:alt" content="PAPER_TITLE - Research Preview">
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<!-- Academic/Research Specific -->
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<meta name="citation_title" content="PAPER_TITLE">
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<meta name="citation_author" content="FIRST_AUTHOR_LAST, FIRST_AUTHOR_FIRST">
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<meta name="citation_author" content="SECOND_AUTHOR_LAST, SECOND_AUTHOR_FIRST">
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<meta name="citation_publication_date" content="2024">
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<meta name="citation_conference_title" content="CONFERENCE_NAME">
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<meta name="citation_pdf_url" content="https://YOUR_DOMAIN.com/static/pdfs/paper.pdf">
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<meta name="citation_title" content="Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms">
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<meta name="citation_author" content="Rösel, Daniel">
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<meta name="citation_publication_date" content="2025">
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<meta name="citation_conference_title" content="IE University Bachelor's Thesis">
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<meta name="citation_pdf_url" content="TODO">
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<!-- Additional SEO -->
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<meta name="theme-color" content="#2563eb">
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@@ -73,8 +63,7 @@
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<link rel="preconnect" href="https://cdn.jsdelivr.net">
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<!-- TODO: Replace with your paper title and authors -->
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<title>PAPER_TITLE - AUTHOR_NAMES | Academic Research</title>
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<title>PHANTOM: Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms - Daniel Rösel | Academic Research</title>
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<!-- Favicon and App Icons -->
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<link rel="icon" type="image/x-icon" href="static/images/favicon.ico">
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@@ -168,13 +157,9 @@
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{
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"@context": "https://schema.org",
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"@type": "Organization",
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"name": "INSTITUTION_OR_LAB_NAME",
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"url": "https://YOUR_INSTITUTION_WEBSITE.com",
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"logo": "https://YOUR_DOMAIN.com/static/images/favicon.ico",
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"sameAs": [
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"https://twitter.com/YOUR_TWITTER_HANDLE",
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"https://github.com/YOUR_GITHUB_USERNAME"
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]
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"name": "IE University",
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"url": "https://www.ie.edu",
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"logo": "TODO"
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}
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</script>
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</head>
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@@ -240,24 +225,15 @@
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<div class="container is-max-desktop">
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<div class="columns is-centered">
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<div class="column has-text-centered">
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<!-- TODO: Replace with your paper title -->
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<h1 class="title is-1 publication-title">Academic Project Page</h1>
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<h1 class="title is-1 publication-title">Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms</h1>
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<div class="is-size-5 publication-authors">
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<!-- TODO: Replace with your paper authors and their personal links -->
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<span class="author-block">
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<a href="FIRST AUTHOR PERSONAL LINK" target="_blank">First Author</a><sup>*</sup>,</span>
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<span class="author-block">
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<a href="SECOND AUTHOR PERSONAL LINK" target="_blank">Second Author</a><sup>*</sup>,</span>
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<span class="author-block">
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<a href="THIRD AUTHOR PERSONAL LINK" target="_blank">Third Author</a>
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</span>
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<a href="https://alves.world" target="_blank">Daniel Rösel</a></span>
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</div>
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<div class="is-size-5 publication-authors">
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<!-- TODO: Replace with your institution and conference/journal info -->
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<span class="author-block">Institution Name<br>Conference name and year</span>
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<!-- TODO: Remove this line if no equal contribution -->
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<span class="eql-cntrb"><small><br><sup>*</sup>Indicates Equal Contribution</small></span>
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<span class="author-block">IE University<br>Bachelor's Thesis 2025</span>
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<span class="eql-cntrb"><small><br>Advisor: <a href="SECOND AUTHOR PERSONAL LINK" target="_blank">Alberto Martín Izquierdo</a></small></span>
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</div>
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<div class="column has-text-centered">
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@@ -284,9 +260,8 @@
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</a>
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</span>
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<!-- TODO: Replace with your GitHub repository URL -->
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<span class="link-block">
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<a href="https://github.com/YOUR REPO HERE" target="_blank"
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<a href="https://github.com/velocitatem/PHANTOM" target="_blank"
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class="external-link button is-normal is-rounded is-dark">
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<span class="icon">
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<i class="fab fa-github"></i>
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@@ -339,9 +314,8 @@
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<div class="column is-four-fifths">
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<h2 class="title is-3">Abstract</h2>
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<div class="content has-text-justified">
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<!-- TODO: Replace with your paper abstract -->
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<p>
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Lorem ipsum dolor sit amet, consectetur adipiscing elit. Proin ullamcorper tellus sed ante aliquam tempus. Etiam porttitor urna feugiat nibh elementum, et tempor dolor mattis. Donec accumsan enim augue, a vulputate nisi sodales sit amet. Proin bibendum ex eget mauris cursus euismod nec et nibh. Maecenas ac gravida ante, nec cursus dui. Vivamus purus nibh, placerat ac purus eget, sagittis vestibulum metus. Sed vestibulum bibendum lectus gravida commodo. Pellentesque auctor leo vitae sagittis suscipit.
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The primary objective of this thesis is to develop and validate pricing heuristics that protect e-commerce platforms from systematic exploitation by Large Language Model (LLM) agents within dynamic pricing environments. As AI agents increasingly mediate consumer transactions, they enable users to circumvent the Cost of Information (the price premium accumulated through demand signal expression) by conducting reconnaissance in isolated sessions before executing purchases through clean sessions at base prices. This research will make an anticipatory contribution by adapting recommendation system methodologies to distinguish between genuine human browsing behaviour and agent-orchestrated information gathering, thereby enabling pricing systems to maintain margin integrity without degrading the user experience for legitimate customers or getting rid of leads generated by LLMs.
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</p>
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</div>
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</div>
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@@ -480,12 +454,14 @@
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<span class="copy-text">Copy</span>
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</button>
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</div>
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<pre id="bibtex-code"><code>@article{YourPaperKey2024,
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title={Your Paper Title Here},
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author={First Author and Second Author and Third Author},
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journal={Conference/Journal Name},
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year={2024},
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url={https://your-domain.com/your-project-page}
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<pre id="bibtex-code"><code>@thesis{Rosel2025PHANTOM,
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title={Pricing Heuristics Against Non-human Transaction Orchestration Mechanisms},
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author={R{\"o}sel, Daniel},
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school={IE University},
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year={2025},
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address={Madrid, Spain},
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type={Bachelor's Thesis},
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note={Advisor: Alberto Mart{\'i}n Izquierdo}
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}</code></pre>
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</div>
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</section>
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