{"slug":"one-unverifiable-agent-breaks-the-whole-chain-proves-new-paper","citations":[{"url":"https://arxiv.org/abs/2603.14332","committed_hash":"sha256:2ad19165fc45fe9441baeab934f9bcbf596d0df6458605ad27fb9d8df154a217","committed_hash_short":"sha256:2ad19165…f154a217","mime_type":"text/html","committed_at":"2026-09-19T21:00:25.385316+00:00","content_snapshot":"<!DOCTYPE html>\n<html lang=\"en\">\n\n<head><script>document.documentElement.classList.add('js');</script>  <title>[2603.14332] Governing Dynamic Capabilities: Cryptographic Binding and Reproducibility Verification for AI Agent Tool Use</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/2603.14332\"/>\n  <meta name=\"description\" content=\"Abstract page for arXiv paper 2603.14332: Governing Dynamic Capabilities: Cryptographic Binding and Reproducibility Verification for AI Agent Tool Use\"><meta property=\"og:type\" content=\"website\" />\n<meta property=\"og:site_name\" content=\"arXiv.org\" />\n<meta property=\"og:title\" content=\"Governing Dynamic Capabilities: Cryptographic Binding and Reproducibility Verification for AI Agent Tool Use\" />\n<meta property=\"og:url\" content=\"https://arxiv.org/abs/2603.14332v2\" />\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=\"AI agents dynamically acquire tools, orchestrate sub-agents, and transact across organizational boundaries, yet no existing security layer verifies what an agent can do, whether it executed what it claims, or what happened in a multi-agent interaction. We trace this gap to the capability-context separation: inside a transformer, tool definitions and user context are indistinguishable tokens, but at the orchestration layer they have fundamentally different security semantics. Existing frameworks conflate the two, enabling silent capability escalation and leaving interactions without verifiable provenance.\n  From this principle we derive three Agent Governance Requirements: capability integrity (G1), behavioral verifiability (G2), and interaction auditability (G3), defining what a governed agent ecosystem must enforce, independent of how. We prove two structural results: the Chain Verifiability Theorem (one unverifiable interior agent breaks end-to-end verification for all downstream nodes) and the Bounded Divergence Theorem (replay-based verification yields a probabilistic safety certificate, epsilon &lt;= 1 - alpha^{1/n}). We validate with two crypto-agnostic instantiations -- basic (Ed25519, SHA-256; 97 us verify) and enhanced (BBS+ selective disclosure, Groth16 DV-SNARK; 13.8 ms) -- both satisfying nine security properties. A reproducibility study (9 models, 7 providers) reveals 5.8x variance in inference determinism, connecting model characteristics to governance architecture. End-to-end evaluation over 5-20 agent pipelines confirms &lt;0.02% overhead and detection of all attack scenarios with zero false positives.\"/>\n<meta name=\"twitter:site\" content=\"@arxiv\"/>\n<meta name=\"twitter:card\" content=\"summary\"/>\n<meta name=\"twitter:title\" content=\"Governing Dynamic Capabilities: Cryptographic Binding and...\"/>\n<meta name=\"twitter:description\" content=\"AI agents dynamically acquire tools, orchestrate sub-agents, and transact across organizational boundaries, yet no existing security layer verifies what an agent can do, whether it executed what...\"/>\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=\"Governing Dynamic Capabilities: Cryptographic Binding and Reproducibility Verification for AI Agent Tool Use\" /><meta name=\"citation_author\" content=\"Zhou, Ziling\" /><meta name=\"citation_date\" content=\"2026/03/15\" /><meta name=\"citation_online_date\" content=\"2026/03/19\" /><meta name=\"citation_pdf_url\" content=\"https://arxiv.org/pdf/2603.14332\" /><meta name=\"citation_arxiv_id\" content=\"2603.14332\" /><meta name=\"citation_abstract\" content=\"AI agents dynamically acquire tools, orchestrate sub-agents, and transact across organizational boundaries, yet no existing security layer verifies what an agent can do, whether it executed what it claims, or what happened in a multi-agent interaction. We trace this gap to the capability-context separation: inside a transformer, tool definitions and user context are indistinguishable tokens, but at the orchestration layer they have fundamentally different security semantics. Existing frameworks conflate the two, enabling silent capability escalation and leaving interactions without verifiable provenance. From this principle we derive three Agent Governance Requirements: capability integrity (G1), behavioral verifiability (G2), and interaction auditability (G3), defining what a governed agent ecosystem must enforce, independent of how. We prove two structural results: the Chain Verifiability Theorem (one unverifiable interior agent breaks end-to-end verification for all downstream nodes) and the Bounded Divergence Theorem (replay-based verification yields a probabilistic safety certificate, epsilon &lt;= 1 - alpha^{1/n}). We validate with two crypto-agnostic instantiations -- basic (Ed25519, SHA-256; 97 us verify) and enhanced (BBS+ selective disclosure, Groth16 DV-SNARK; 13.8 ms) -- both satisfying nine security properties. A reproducibility study (9 models, 7 providers) reveals 5.8x variance in inference determinism, connecting model characteristics to governance architecture. End-to-end evaluation over 5-20 agent pipelines confirms &lt;0.02% overhead and detection of all attack scenarios with zero false positives.\" />\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; 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We trace this gap to the capability-context separation: inside a transformer, tool definitions and user context are indistinguishable tokens, but at the orchestration layer they have fundamentally different security semantics. Existing frameworks conflate the two, enabling silent capability escalation and leaving interactions without verifiable provenance.\n<br>From this principle we derive three Agent Governance Requirements: capability integrity (G1), behavioral verifiability (G2), and interaction auditability (G3), defining what a governed agent ecosystem must enforce, independent of how. We prove two structural results: the Chain Verifiability Theorem (one unverifiable interior agent breaks end-to-end verification for all downstream nodes) and the Bounded Divergence Theorem (replay-based verification yields a probabilistic safety certificate, epsilon &lt;= 1 - alpha^{1/n}). We validate with two crypto-agnostic instantiations -- basic (Ed25519, SHA-256; 97 us verify) and enhanced (BBS+ selective disclosure, Groth16 DV-SNARK; 13.8 ms) -- both satisfying nine security properties. A reproducibility study (9 models, 7 providers) reveals 5.8x variance in inference determinism, connecting model characteristics to governance architecture. End-to-end evaluation over 5-20 agent pipelines confirms &lt;0.02% overhead and detection of all attack scenarios with zero false positives.\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\">23 pages, 5 figures, 18 tables. Includes 11 experiments, 9 formal security properties, and appendix with proofs</td>\n        </tr>\n<tr>\n          <td class=\"tablecell label\">Subjects:</td>\n          <td class=\"tablecell subjects\">\n            <span class=\"primary-subject\">Cryptography and Security (cs.CR)</span></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/2603.14332\">arXiv:2603.14332</a> [cs.CR]</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/2603.14332v2\">arXiv:2603.14332v2</a> [cs.CR]</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.2603.14332\"  id=\"arxiv-doi-link\">https://doi.org/10.48550/arXiv.2603.14332</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 12-12h12v-64h-12c-6.627 0-12-5.373-12-12v-24c0-6.627 5.373-12 12-12h64c6.627 0 12 5.373 12 12v100h12c6.627 0 12 5.373 12 12v24z\" class=\"\"></path></svg>\n                <span class=\"visually-hidden\">Focus to learn more</span>\n              </button>\n              <!-- tooltip description -->\n              <div role=\"tooltip\" id=\"more-info-desc-1\">\n                <span class=\"left-corner\"></span>                  arXiv-issued DOI via DataCite</div>\n            </div>\n          </td>\n        </tr></table>\n    </div>\n  </div>\n</div>\n    <div class=\"submission-history\">\n      <h2>Submission history</h2> From: Ziling Zhou [<a href=\"/show-email/5712545f/2603.14332\" rel=\"nofollow\">view email</a>]      <br/>            <strong><a href=\"/abs/2603.14332v1\" rel=\"nofollow\">[v1]</a></strong>\n        Sun, 15 Mar 2026 11:46:57 UTC (311 KB)<br/>\n    <strong>[v2]</strong>\n        Thu, 19 Mar 2026 19:46:56 UTC (323 KB)<br/>\n</div>\n  </div>\n  <!--end leftcolumn-->\n<div class=\"extra-services\">    <div class=\"full-text\">\n      <a name=\"other\"></a>\n      <span class=\"descriptor\">Full-text links:</span>\n      <h2>Access Paper:</h2>\n      <ul>\n  <div id=\"download-button-info\" hidden>\nView a PDF of the paper titled Governing Dynamic Capabilities: Cryptographic Binding and 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