{"slug":"agents-that-carry-their-own-insurance-policy","citations":[{"url":"https://arxiv.org/abs/2512.08737","committed_hash":"sha256:3b62adb140c7572534af86321ff602859a652604044e5286c754aa529f3ecca3","committed_hash_short":"sha256:3b62adb1…9f3ecca3","mime_type":"text/html","committed_at":"2026-09-11T05:00:24.716324+00:00","content_snapshot":"<!DOCTYPE html>\n<html lang=\"en\">\n\n<head><script>document.documentElement.classList.add('js');</script>  <title>[2512.08737] Insured Agents: A Decentralized Trust Insurance Mechanism for Agentic Economy</title>\n  <meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n  <link rel=\"apple-touch-icon\" sizes=\"180x180\" href=\"/static/browse/0.3.4/images/icons/apple-touch-icon.png\">\n  <link rel=\"icon\" type=\"image/png\" sizes=\"32x32\" href=\"/static/browse/0.3.4/images/icons/favicon-32x32.png\">\n  <link rel=\"icon\" type=\"image/png\" sizes=\"16x16\" href=\"/static/browse/0.3.4/images/icons/favicon-16x16.png\">\n  <link rel=\"manifest\" href=\"/static/browse/0.3.4/images/icons/site.webmanifest\">\n  <link rel=\"mask-icon\" href=\"/static/browse/0.3.4/images/icons/safari-pinned-tab.svg\" color=\"#5bbad5\">\n  <meta name=\"msapplication-TileColor\" content=\"#da532c\">\n  <meta name=\"theme-color\" content=\"#ffffff\">\n  <link rel=\"stylesheet\" type=\"text/css\" media=\"screen\" href=\"/static/browse/0.3.4/css/arXiv.css?v=20260318\" />\n  <link rel=\"stylesheet\" type=\"text/css\" media=\"print\" href=\"/static/browse/0.3.4/css/arXiv-print.css?v=20200611\" />\n  <link rel=\"stylesheet\" type=\"text/css\" media=\"screen\" href=\"/static/browse/0.3.4/css/browse_search.css\" />\n  <link rel=\"stylesheet\" type=\"text/css\" media=\"screen\" href=\"/static/base/1.0.1/css/arxiv-header-footer.css?v=20260626\" />\n  <script language=\"javascript\" src=\"/static/browse/0.3.4/js/accordion.js\" ></script>\n  <script language=\"javascript\" src=\"/static/browse/0.3.4/js/optin-modal.js?v=20250819\"></script>\n  \n  <link rel=\"canonical\" href=\"https://arxiv.org/abs/2512.08737\"/>\n  <meta name=\"description\" content=\"Abstract page for arXiv paper 2512.08737: Insured Agents: A Decentralized Trust Insurance Mechanism for Agentic Economy\"><meta property=\"og:type\" content=\"website\" />\n<meta property=\"og:site_name\" content=\"arXiv.org\" />\n<meta property=\"og:title\" content=\"Insured Agents: A Decentralized Trust Insurance Mechanism for Agentic Economy\" />\n<meta property=\"og:url\" content=\"https://arxiv.org/abs/2512.08737v1\" />\n<meta property=\"og:image\" content=\"/static/browse/0.3.4/images/arxiv-logo-fb.png\" />\n<meta property=\"og:image:secure_url\" content=\"/static/browse/0.3.4/images/arxiv-logo-fb.png\" />\n<meta property=\"og:image:width\" content=\"1200\" />\n<meta property=\"og:image:height\" content=\"700\" />\n<meta property=\"og:image:alt\" content=\"arXiv logo\"/>\n<meta property=\"og:description\" content=\"The emerging &#34;agentic web&#34; envisions large populations of autonomous agents coordinating, transacting, and delegating across open networks. Yet many agent communication and commerce protocols treat agents as low-cost identities, despite the empirical reality that LLM agents remain unreliable, hallucinated, manipulable, and vulnerable to prompt-injection and tool-abuse. A natural response is &#34;agents-at-stake&#34;: binding economically meaningful, slashable collateral to persistent identities and adjudicating misbehavior with verifiable evidence. However, heterogeneous tasks make universal verification brittle and centralization-prone, while traditional reputation struggles under rapid model drift and opaque internal states. We propose a protocol-native alternative: insured agents. Specialized insurer agents post stake on behalf of operational agents in exchange for premiums, and receive privileged, privacy-preserving audit access via TEEs to assess claims. A hierarchical insurer market calibrates stake through pricing, decentralizes verification via competitive underwriting, and yields incentive-compatible dispute resolution.\"/>\n<meta name=\"twitter:site\" content=\"@arxiv\"/>\n<meta name=\"twitter:card\" content=\"summary\"/>\n<meta name=\"twitter:title\" content=\"Insured Agents: A Decentralized Trust Insurance Mechanism for...\"/>\n<meta name=\"twitter:description\" content=\"The emerging &#34;agentic web&#34; envisions large populations of autonomous agents coordinating, transacting, and delegating across open networks. Yet many agent communication and commerce protocols...\"/>\n<meta name=\"twitter:image\" content=\"https://static.arxiv.org/icons/twitter/arxiv-logo-twitter-square.png\"/>\n<meta name=\"twitter:image:alt\" content=\"arXiv logo\"/>\n  <link rel=\"stylesheet\" media=\"screen\" type=\"text/css\" href=\"/static/browse/0.3.4/css/tooltip.css\"/><link rel=\"stylesheet\" media=\"screen\" type=\"text/css\" href=\"https://static.arxiv.org/js/bibex-dev/bibex.css?20200709\"/>  <script src=\"/static/browse/0.3.4/js/mathjaxToggle.min.js\" type=\"text/javascript\"></script>  <script src=\"//code.jquery.com/jquery-latest.min.js\" type=\"text/javascript\"></script>\n  <script src=\"//cdn.jsdelivr.net/npm/js-cookie@2/src/js.cookie.min.js\" type=\"text/javascript\"></script>\n  <script src=\"//cdn.jsdelivr.net/npm/dompurify@2.3.5/dist/purify.min.js\"></script>\n  <script src=\"/static/browse/0.3.4/js/toggle-labs.js?20241022\" type=\"text/javascript\"></script>\n  <script src=\"/static/browse/0.3.4/js/cite.js\" type=\"text/javascript\"></script><meta name=\"citation_title\" content=\"Insured Agents: A Decentralized Trust Insurance Mechanism for Agentic Economy\" /><meta name=\"citation_author\" content=\"Hu, Botao &#39;Amber&#39;\" /><meta name=\"citation_author\" content=\"Chen, Bangdao\" /><meta name=\"citation_date\" content=\"2025/12/09\" /><meta name=\"citation_online_date\" content=\"2025/12/09\" /><meta name=\"citation_pdf_url\" content=\"https://arxiv.org/pdf/2512.08737\" /><meta name=\"citation_arxiv_id\" content=\"2512.08737\" /><meta name=\"citation_abstract\" content=\"The emerging &#34;agentic web&#34; envisions large populations of autonomous agents coordinating, transacting, and delegating across open networks. Yet many agent communication and commerce protocols treat agents as low-cost identities, despite the empirical reality that LLM agents remain unreliable, hallucinated, manipulable, and vulnerable to prompt-injection and tool-abuse. A natural response is &#34;agents-at-stake&#34;: binding economically meaningful, slashable collateral to persistent identities and adjudicating misbehavior with verifiable evidence. However, heterogeneous tasks make universal verification brittle and centralization-prone, while traditional reputation struggles under rapid model drift and opaque internal states. We propose a protocol-native alternative: insured agents. Specialized insurer agents post stake on behalf of operational agents in exchange for premiums, and receive privileged, privacy-preserving audit access via TEEs to assess claims. A hierarchical insurer market calibrates stake through pricing, decentralizes verification via competitive underwriting, and yields incentive-compatible dispute resolution.\" />\n</head>\n\n<body ><div class=\"flex-wrap-footer\">\n    <a href=\"#content\" class=\"ds-skip-link\">Skip to main content</a>\n  \n  \n  \n<header class=\"ds-site-header\">\n  <a aria-hidden=\"true\" tabindex=\"-1\" href=\"https://arxiv.org/IgnoreMe\" class=\"is-sr-only\"></a>\n\n  <a href=\"https://arxiv.org/\" class=\"ds-site-header-logo\" aria-label=\"archive home\">\n    <img src=\"/static/base/1.0.1/images/arxiv-logo-primary-light.svg\" alt=\"archive\">\n  </a>\n\n  <button type=\"button\" id=\"ds-nav-toggle\" class=\"ds-site-header-nav-toggle\"\n    aria-label=\"Open menu\" aria-controls=\"ds-site-header-nav\" aria-expanded=\"false\">\n    <svg viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\" focusable=\"false\">\n      <line x1=\"3\" y1=\"6\" x2=\"21\" y2=\"6\"/>\n      <line x1=\"3\" y1=\"12\" x2=\"21\" y2=\"12\"/>\n      <line x1=\"3\" y1=\"18\" x2=\"21\" y2=\"18\"/>\n    </svg>\n  </button>\n\n  <nav class=\"ds-site-header-nav\" id=\"ds-site-header-nav\" aria-label=\"Main navigation\"><a id=\"arxiv-search-toggle\" href=\"https://arxiv.org/search\"\n      aria-controls=\"arxiv-search-overlay\" aria-expanded=\"false\">\n      <svg class=\"ds-nav-icon\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\" focusable=\"false\">\n        <circle cx=\"11\" cy=\"11\" r=\"8\"/>\n        <line x1=\"21\" y1=\"21\" x2=\"16.65\" y2=\"16.65\"/>\n      </svg>\n      Search\n    </a>\n    <a href=\"https://arxiv.org/user/create\">Submit</a>\n    <a href=\"https://info.arxiv.org/about/donate.html\">Donate</a>\n    <span class=\"ds-site-header-divider\" aria-hidden=\"true\"></span>\n      <a href=\"https://arxiv.org/login\" class=\"ds-site-header-login\">Log in</a>\n  </nav>\n</header>\n\n<div class=\"arxiv-search-overlay\" id=\"arxiv-search-overlay\" hidden>\n  <div class=\"arxiv-search-panel\" role=\"search\">\n    <form method=\"GET\" action=\"https://arxiv.org/search\">\n      <label for=\"arxiv-search-input\" class=\"is-sr-only\">Search arXiv</label>\n      <input type=\"text\" name=\"query\" id=\"arxiv-search-input\" autocomplete=\"off\"\n        placeholder=\"Search papers by title, author, abstract, or ID...\">\n      <input type=\"hidden\" name=\"searchtype\" value=\"all\">\n      <input type=\"hidden\" name=\"source\" value=\"header\">\n    </form>\n    <div class=\"arxiv-search-hint\">\n      Press Enter to search &middot; <a href=\"https://arxiv.org/search/advanced\">Advanced search</a>\n    </div>\n  </div>\n</div>\n    <main>\n      <div id=\"content\">\n<!--\nrdf:RDF xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\"\n         xmlns:dc=\"http://purl.org/dc/elements/1.1/\"\n         xmlns:trackback=\"http://madskills.com/public/xml/rss/module/trackback/\">\n    <rdf:Description\n        rdf:about=\"/abs/2512.08737\"\n        dc:identifier=\"/abs/2512.08737\"\n        dc:title=\"Insured Agents: A Decentralized Trust Insurance Mechanism for Agentic Economy\"\n        trackback:ping=\"/trackback/2512.08737\" />\n    </rdf:RDF>\n--><div id=\"abs-outer\">\n\n  <div class=\"leftcolumn\">\n    <div class=\"subheader\">\n      <h1>Computer Science > Computers and Society</h1>\n    </div>\n\n    <div class=\"header-breadcrumbs-mobile\">\n      <strong>arXiv:2512.08737</strong> (cs)\n    </div>\n<link rel=\"stylesheet\" type=\"text/css\" href=\"/static/base/1.0.1/css/abs.css\">\n<div id=\"content-inner\">\n  <div id=\"abs\">\n    <div class=\"dateline\">\n  [Submitted on 9 Dec 2025]</div>\n    <h1 class=\"title mathjax\"><span class=\"descriptor\">Title:</span>Insured Agents: A Decentralized Trust Insurance Mechanism for Agentic Economy</h1>\n    <div class=\"authors\"><span class=\"descriptor\">Authors:</span><a href=\"https://arxiv.org/search/cs?searchtype=author&amp;query=Hu,+B+&#39;\" rel=\"nofollow\">Botao &#39;Amber&#39; Hu</a>, <a href=\"https://arxiv.org/search/cs?searchtype=author&amp;query=Chen,+B\" rel=\"nofollow\">Bangdao Chen</a></div>            <div id=\"download-button-info\" hidden>View a PDF of the paper titled Insured Agents: A Decentralized Trust Insurance Mechanism for Agentic Economy, by Botao &#39;Amber&#39; Hu and 1 other authors</div>\n    <a class=\"mobile-submission-download\" href=\"/pdf/2512.08737\">View PDF</a>\n    <a class=\"mobile-submission-download\" href=\"https://arxiv.org/html/2512.08737v1\">HTML (experimental)</a>\n\n\n\n    <blockquote class=\"abstract mathjax\">\n            <span class=\"descriptor\">Abstract:</span>The emerging &#34;agentic web&#34; envisions large populations of autonomous agents coordinating, transacting, and delegating across open networks. Yet many agent communication and commerce protocols treat agents as low-cost identities, despite the empirical reality that LLM agents remain unreliable, hallucinated, manipulable, and vulnerable to prompt-injection and tool-abuse. A natural response is &#34;agents-at-stake&#34;: binding economically meaningful, slashable collateral to persistent identities and adjudicating misbehavior with verifiable evidence. However, heterogeneous tasks make universal verification brittle and centralization-prone, while traditional reputation struggles under rapid model drift and opaque internal states. We propose a protocol-native alternative: insured agents. Specialized insurer agents post stake on behalf of operational agents in exchange for premiums, and receive privileged, privacy-preserving audit access via TEEs to assess claims. A hierarchical insurer market calibrates stake through pricing, decentralizes verification via competitive underwriting, and yields incentive-compatible dispute resolution.\n    </blockquote>\n\n    <!--CONTEXT-->\n    <div class=\"metatable\">\n      <table summary=\"Additional metadata\">        <tr>\n          <td class=\"tablecell label\">Comments:</td>\n          <td class=\"tablecell comments mathjax\">Submitted to AAMAS 2026</td>\n        </tr>\n<tr>\n          <td class=\"tablecell label\">Subjects:</td>\n          <td class=\"tablecell subjects\">\n            <span class=\"primary-subject\">Computers and Society (cs.CY)</span>; Multiagent Systems (cs.MA)</td>\n        </tr><tr>\n          <td class=\"tablecell label\">Cite as:</td>\n          <td class=\"tablecell arxivid\"><span class=\"arxivid\"><a href=\"https://arxiv.org/abs/2512.08737\">arXiv:2512.08737</a> [cs.CY]</span></td>\n        </tr>\n        <tr>\n          <td class=\"tablecell label\">&nbsp;</td>\n          <td class=\"tablecell arxividv\">(or <span class=\"arxivid\">\n              <a href=\"https://arxiv.org/abs/2512.08737v1\">arXiv:2512.08737v1</a> [cs.CY]</span> for this version)\n          </td>\n        </tr>\n        <tr>\n          <td class=\"tablecell label\">&nbsp;</td>\n          <td class=\"tablecell arxivdoi\">              <a href=\"https://doi.org/10.48550/arXiv.2512.08737\"  id=\"arxiv-doi-link\">https://doi.org/10.48550/arXiv.2512.08737</a><div class=\"button-and-tooltip\">\n              <button class=\"more-info\" aria-describedby=\"more-info-desc-1\">\n                <svg height=\"15\" role=\"presentation\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 512 512\"><path fill=\"currentColor\" d=\"M256 8C119.043 8 8 119.083 8 256c0 136.997 111.043 248 248 248s248-111.003 248-248C504 119.083 392.957 8 256 8zm0 110c23.196 0 42 18.804 42 42s-18.804 42-42 42-42-18.804-42-42 18.804-42 42-42zm56 254c0 6.627-5.373 12-12 12h-88c-6.627 0-12-5.373-12-12v-24c0-6.627 5.373-12 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