{"id":191,"date":"2026-10-13T12:39:17","date_gmt":"2026-10-13T12:39:17","guid":{"rendered":"https:\/\/therisk.global\/nexus-foundry\/?page_id=191"},"modified":"2026-10-14T00:09:39","modified_gmt":"2026-10-14T00:09:39","slug":"agents-and-automation","status":"publish","type":"page","link":"https:\/\/therisk.global\/nexus-foundry\/topics\/agents-and-automation\/","title":{"rendered":"Agents and automation"},"content":{"rendered":"\n<!-- Nexus network page \u00b7 https:\/\/therisk.global\/nexus-foundry\/topics\/agents-and-automation\/ \u00b7 source authored \u00b7 generated by integrations\/wordpress\/network\/build.mjs, never edit this file --><script type=\"text\/x-nexus\" class=\"_iub_cs_skip\" id=\"nxe-fig-engine\" 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class=\"nx-theme-toggle\" role=\"group\" aria-label=\"Appearance of this page\" hidden><button type=\"button\" data-mode=\"light\" aria-pressed=\"false\">Light<\/button><button type=\"button\" data-mode=\"dark\" aria-pressed=\"false\">Dark<\/button><button type=\"button\" data-mode=\"auto\" aria-pressed=\"true\">Auto<\/button><\/div><div class=\"nx-folio\" aria-label=\"Document reference\"><strong>G09 \u00b7 TOPIC \u00b7 agents-and-automation<\/strong>GCRI dossier \u00b7 service level R0<\/div><div class=\"nx-hero-grid\"><div class=\"nx-hero-text\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">GCRI<\/span><span class=\"nx-eyebrow\" aria-hidden=\"true\">\u00b7<\/span><span class=\"nx-eyebrow\">Nexus Foundry<\/span><span class=\"nx-eyebrow\" aria-hidden=\"true\">\u00b7<\/span><span class=\"nx-eyebrow\">Established<\/span><\/div><div class=\"nx-accent-row\"><span class=\"nx-accent-rule\" aria-hidden=\"true\"><\/span><span>Topic dossier \u00b7 Nexus Foundry<\/span><\/div><h1 id=\"nx-title-1\" class=\"nx-hero-title\">Agents and automation<\/h1><p class=\"nx-tagline\">AI agents can draft analyses, run pipelines and query data at a speed no team can match, which is why their authority must be explicit. An agent that can call tools can call the wrong one, read data it should not, follow instructions planted in a document, or present a draft as reviewed evidence. This page sets out how agent risk develops and spreads, how agents are evaluated before they receive authority, and the controls that let people stop them.<\/p><div class=\"nx-actions\"><a class=\"nx-btn\" data-variant=\"primary\" href=\"https:\/\/therisk.global\/nexus-foundry\/contact\/\">Make an enquiry <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a class=\"nx-btn\" data-variant=\"secondary\" href=\"https:\/\/therisk.global\/nexus-foundry\/topics\/\">Back to Topics<\/a><\/div><\/div><div class=\"nx-hero-stage\" data-lv-fill=\"map\" data-lv-id=\"network\"><div class=\"nx-map nx-cmap\" data-nx-map=\"ctx\" data-cmap=\"gulf:digital\" data-ramp=\"purple\" data-basis=\"case\" data-focus=\"0 0 2000 1370|0 313 1406 1370|785 0 1790 750|1354 644 1872 1370|953 682 1478 1101\"><figure class=\"nx-fk\" 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\"><figcaption class=\"nx-fk-cap\"><span>Urban demand centres and the hubs that anchor digital and data infrastructure.<\/span><span data-honesty=\"true\">Indicator derived from Natural Earth at map scale; a screening view, not an assessment.<\/span><\/figcaption><\/figure><div class=\"nx-live-slot nx-live-slot--map\" data-nxf-slot=\"map\" data-nxf-kind=\"map\" data-nxf-resource=\"nexus:\/\/gcri\/G09\/topics\/agents-and-automation\/#map\" data-nxf-title=\"Nexus Foundry live map\" data-nxf-height=\"560\" hidden><\/div><div class=\"nx-map-hud\"><span class=\"nx-eyebrow\">GCRI \u00b7 Nexus Foundry \u00b7 field<\/span><span class=\"nx-eyebrow nx-map-hud-right\">DESIGN FIGURE<\/span><\/div><\/div><\/div><\/div><\/div><\/section> <nav class=\"nx-index-strip\" data-nx-spy=\"true\" aria-label=\"On this page\"><div class=\"nx-container\"><a href=\"#nx-sec-brief-answer\"><span>01<\/span>The short answer<\/a><a href=\"#nx-s-3-sec\"><span>02<\/span>Workspace and job console, in outline<\/a><a href=\"#nx-sec-question\"><span>03<\/span>Agents and automation: how the risk\u2026<\/a><a href=\"#nx-sec-terms\"><span>04<\/span>Terms used on this page<\/a><a href=\"#nx-sec-indicators\"><span>05<\/span>What is measured, and how well<\/a><a href=\"#nx-sec-pipeline\"><span>06<\/span>From sources to decisions<\/a><a href=\"#nx-sec-sources\"><span>07<\/span>Where the evidence comes from<\/a><a href=\"#nx-sec-decisions\"><span>08<\/span>Who decides, and what the evidence\u2026<\/a><\/div><\/nav> <section id=\"nx-sec-brief-answer\" class=\"nx-section\" data-hue=\"infrastructure\" data-variant=\"split\" aria-labelledby=\"nx-s-2\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">01<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">In brief<\/span><\/div><h2 id=\"nx-s-2\" class=\"nx-section-title\">The short answer.<\/h2><p class=\"nx-lede\">AI agent risk is the risk that an AI system able to call tools and act takes the wrong action, reads data it should not, follows instructions planted in a document or presents a draft as reviewed evidence. Explicit authority records, permissions enforced outside the agent, kill switches, receipts and human review contain it.<\/p><\/div><\/div><\/section><section id=\"nx-s-3-sec\" class=\"nx-section\" data-hue=\"project\" data-tone=\"alt\" aria-labelledby=\"nx-s-3\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">02<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Console<\/span><\/div><h2 id=\"nx-s-3\" class=\"nx-section-title\">Workspace and job console, in outline.<\/h2><p class=\"nx-lede\">The working screen behind this subject: its structure, terms and states. Names are placeholders and values illustrative.<\/p><\/div><div class=\"nx-section-body\"><figure class=\"nx-fk nx-cx\" data-fk=\"cx-foundry-jobs\" data-cx=\"foundry.jobs\" data-variant=\"section\" aria-label=\"Workspace and job console: illustrative console with placeholder names and values\"><div class=\"nx-fk-head\"><div class=\"nx-fk-heading\"><h3 class=\"nx-fk-title\">Workspace and job console<\/h3><p class=\"nx-fk-sub\">Agents and automation \u00b7 Project space 12 \u00b7 Cluster east<\/p><\/div><div class=\"nx-fk-actions\"><button type=\"button\" class=\"nx-fk-btn\" data-fk-act=\"menu\" aria-haspopup=\"true\" aria-expanded=\"false\" hidden><svg viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M12 4v11\"\/><path d=\"m7 10 5 5 5-5\"\/><path d=\"M5 20h14\"\/><\/svg>Export<\/button><ul class=\"nx-fk-menu\" data-fk-menu=\"true\" hidden><li><button type=\"button\" data-fk-act=\"export-png\">Image<small>PNG of the map or chart<\/small><\/button><\/li><li><button type=\"button\" data-fk-act=\"export-csv\">Data<small>CSV of the figure's values<\/small><\/button><\/li><\/ul><\/div><\/div><ul class=\"nx-fk-kpis\" data-n=\"4\"><li class=\"nx-fk-kpi\"><span class=\"nx-fk-kpi-l\">Jobs running<\/span><div class=\"nx-fk-kpi-line\" data-fk-view=\"kpi:k0\"><span class=\"nx-fk-kpi-v\" data-k=\"kv\" data-tn=\"true\">31<\/span><span class=\"nx-fk-pill\" data-state=\"info\"><i aria-hidden=\"true\"><\/i>Active<\/span><\/div><div data-fk-view=\"spark:k0\"><svg class=\"nx-fk-spark\" viewBox=\"0 0 96 26\" aria-hidden=\"true\" focusable=\"false\" preserveAspectRatio=\"none\"><path data-m=\"sarea\" data-k=\"sa\" d=\"M2,15.4L10.2,16.9L18.4,19.9L26.5,23L34.7,20.7L42.9,17.6L51.1,22.1L59.3,17.6L67.5,19.8L75.6,17.2L83.8,17.6L92,3L92,26L2,26Z\"\/><path data-m=\"sline\" data-k=\"sl\" d=\"M2,15.4L10.2,16.9L18.4,19.9L26.5,23L34.7,20.7L42.9,17.6L51.1,22.1L59.3,17.6L67.5,19.8L75.6,17.2L83.8,17.6L92,3\"\/><circle data-m=\"sdot\" data-k=\"sd\" cx=\"92\" cy=\"3\" r=\"2.4\"\/><\/svg><\/div><\/li><li class=\"nx-fk-kpi\"><span class=\"nx-fk-kpi-l\">Queue wait, p50<\/span><div class=\"nx-fk-kpi-line\" data-fk-view=\"kpi:k1\"><span class=\"nx-fk-kpi-v\" data-k=\"kv\" data-tn=\"true\">8<\/span><span class=\"nx-fk-kpi-u\">min<\/span><span class=\"nx-fk-pill\" data-state=\"met\"><i aria-hidden=\"true\"><\/i>Normal<\/span><\/div><div data-fk-view=\"spark:k1\"><svg class=\"nx-fk-spark\" viewBox=\"0 0 96 26\" aria-hidden=\"true\" focusable=\"false\" preserveAspectRatio=\"none\"><path data-m=\"sarea\" data-k=\"sa\" d=\"M2,23L10.2,17.3L18.4,7.7L26.5,13.8L34.7,19L42.9,14.6L51.1,5.3L59.3,3L67.5,7.1L75.6,10.9L83.8,20.8L92,4.1L92,26L2,26Z\"\/><path data-m=\"sline\" data-k=\"sl\" d=\"M2,23L10.2,17.3L18.4,7.7L26.5,13.8L34.7,19L42.9,14.6L51.1,5.3L59.3,3L67.5,7.1L75.6,10.9L83.8,20.8L92,4.1\"\/><circle data-m=\"sdot\" data-k=\"sd\" cx=\"92\" cy=\"4.1\" r=\"2.4\"\/><\/svg><\/div><\/li><li class=\"nx-fk-kpi\"><span class=\"nx-fk-kpi-l\">Runs today<\/span><div class=\"nx-fk-kpi-line\" data-fk-view=\"kpi:k2\"><span class=\"nx-fk-kpi-v\" data-k=\"kv\" data-tn=\"true\">359<\/span><span class=\"nx-fk-kpi-d\" data-dir=\"up\" data-good=\"na\">24<\/span><\/div><div data-fk-view=\"spark:k2\"><svg class=\"nx-fk-spark\" viewBox=\"0 0 96 26\" aria-hidden=\"true\" focusable=\"false\" preserveAspectRatio=\"none\"><path data-m=\"sarea\" data-k=\"sa\" d=\"M2,11.4L10.2,14.7L18.4,14.9L26.5,20.7L34.7,23L42.9,19.2L51.1,18L59.3,15.8L67.5,11L75.6,10L83.8,10.1L92,3L92,26L2,26Z\"\/><path data-m=\"sline\" data-k=\"sl\" d=\"M2,11.4L10.2,14.7L18.4,14.9L26.5,20.7L34.7,23L42.9,19.2L51.1,18L59.3,15.8L67.5,11L75.6,10L83.8,10.1L92,3\"\/><circle data-m=\"sdot\" data-k=\"sd\" cx=\"92\" cy=\"3\" r=\"2.4\"\/><\/svg><\/div><\/li><li class=\"nx-fk-kpi\"><span class=\"nx-fk-kpi-l\">Quota used, % this month<\/span><div class=\"nx-fk-kpi-line\" data-fk-view=\"kpi:k3\"><span class=\"nx-fk-kpi-v\" data-k=\"kv\" data-tn=\"true\">64<\/span><span class=\"nx-fk-pill\" data-state=\"near\"><i aria-hidden=\"true\"><\/i>Watch<\/span><\/div><div data-fk-view=\"spark:k3\"><svg class=\"nx-fk-spark\" viewBox=\"0 0 96 26\" aria-hidden=\"true\" focusable=\"false\" preserveAspectRatio=\"none\"><path data-m=\"sarea\" data-k=\"sa\" d=\"M2,13.1L10.2,17.1L18.4,20.4L26.5,23L34.7,18.4L42.9,16L51.1,11.8L59.3,12L67.5,15.2L75.6,13L83.8,11.7L92,3L92,26L2,26Z\"\/><path data-m=\"sline\" data-k=\"sl\" d=\"M2,13.1L10.2,17.1L18.4,20.4L26.5,23L34.7,18.4L42.9,16L51.1,11.8L59.3,12L67.5,15.2L75.6,13L83.8,11.7L92,3\"\/><circle data-m=\"sdot\" data-k=\"sd\" cx=\"92\" cy=\"3\" r=\"2.4\"\/><\/svg><\/div><\/li><\/ul><div class=\"nx-cx-status\"><span class=\"nx-fk-pill\" data-state=\"met\"><i aria-hidden=\"true\"><\/i>All services healthy<\/span><span class=\"nx-cx-prod\">GCRI \u00b7 Nexus Foundry<\/span><\/div><div class=\"nx-cx-grid\"><div class=\"nx-fk-panel nx-cx-p\" data-w=\"4\" data-t=\"table\"><div class=\"nx-fk-panel-head\"><div><h4 class=\"nx-fk-panel-title\">Jobs<\/h4><\/div><\/div><div class=\"nx-fk-tablewrap\" data-fk-view=\"table:cx-foundry-jobs-t1\"><table class=\"nx-fk-table\" data-fk-table=\"cx-foundry-jobs-t1\" aria-label=\"Jobs\"><thead><tr><th scope=\"col\" data-col=\"c0\" aria-sort=\"none\"><button type=\"button\" data-fk-sort=\"c0\">Job<\/button><\/th><th scope=\"col\" data-col=\"c1\" aria-sort=\"none\"><button type=\"button\" data-fk-sort=\"c1\">Type<\/button><\/th><th scope=\"col\" data-col=\"c2\" aria-sort=\"none\"><button type=\"button\" data-fk-sort=\"c2\">Owner<\/button><\/th><th scope=\"col\" data-col=\"c3\" aria-sort=\"none\"><button type=\"button\" data-fk-sort=\"c3\">Elapsed<\/button><\/th><th scope=\"col\" data-col=\"c4\" aria-sort=\"none\"><button type=\"button\" data-fk-sort=\"c4\">State<\/button><\/th><\/tr><\/thead><tbody><tr data-fk-key=\"cx-foundry-jobs:r1-0\" tabindex=\"0\" role=\"row\" aria-selected=\"false\"><td>J-86161<\/td><td>Flood model ensemble<\/td><td>Project owner<\/td><td>00:37:12<\/td><td><span class=\"nx-fk-pill\" data-state=\"info\"><i aria-hidden=\"true\"><\/i>Running<\/span><\/td><\/tr><tr data-fk-key=\"cx-foundry-jobs:r1-1\" tabindex=\"0\" role=\"row\" aria-selected=\"false\"><td>J-42787<\/td><td>Tile render, zoom 0 to 12<\/td><td>GIS workspace<\/td><td>00:02:40<\/td><td><span class=\"nx-fk-pill\" data-state=\"info\"><i aria-hidden=\"true\"><\/i>Running<\/span><\/td><\/tr><tr data-fk-key=\"cx-foundry-jobs:r1-2\" tabindex=\"0\" role=\"row\" aria-selected=\"false\"><td>J-76872<\/td><td>Evidence export<\/td><td>Model steward<\/td><td>00:00:47<\/td><td><span class=\"nx-fk-pill\" data-state=\"met\"><i aria-hidden=\"true\"><\/i>Done<\/span><\/td><\/tr><tr data-fk-key=\"cx-foundry-jobs:r1-3\" tabindex=\"0\" role=\"row\" aria-selected=\"false\" aria-current=\"true\" data-cur=\"true\"><td>J-55145<\/td><td>Agent tool call batch<\/td><td>Agent sandbox<\/td><td>00:01:16<\/td><td><span class=\"nx-fk-pill\" data-state=\"not\"><i aria-hidden=\"true\"><\/i>Policy block<\/span><\/td><\/tr><\/tbody><\/table><\/div><\/div><div class=\"nx-fk-panel nx-cx-p\" data-w=\"2\" data-t=\"log\"><div class=\"nx-fk-panel-head\"><div><h4 class=\"nx-fk-panel-title\">Policy events<\/h4><\/div><\/div><ol class=\"nx-cx-log\"><li><span class=\"nx-cx-ref\">10:<span class=\"nx-cx-n\">25<\/span><\/span><span class=\"nx-fk-pill\" data-state=\"info\"><i aria-hidden=\"true\"><\/i>Gate<\/span><span>Agent call needs human approval<\/span><\/li><li><span class=\"nx-cx-ref\">10:<span class=\"nx-cx-n\">51<\/span><\/span><span class=\"nx-fk-pill\" data-state=\"info\"><i aria-hidden=\"true\"><\/i>Info<\/span><span>Run record sealed<\/span><\/li><li><span class=\"nx-cx-ref\">11:<span class=\"nx-cx-n\">34<\/span><\/span><span class=\"nx-fk-pill\" data-state=\"near\"><i aria-hidden=\"true\"><\/i>Warn<\/span><span>Quota at 80 pct for project<\/span><\/li><\/ol><\/div><\/div><div class=\"nx-fk-tip\" aria-hidden=\"true\" hidden><\/div><figcaption class=\"nx-fk-cap\"><span>Workspace and job console: the screen's structure, terms and states for Agents and automation.<\/span><span data-honesty=\"true\">Placeholder names and illustrative values; a design, not a record or a live system.<\/span><\/figcaption><\/figure><\/div><\/div><\/section><section id=\"nx-sec-question\" class=\"nx-section\" data-hue=\"infrastructure\" data-variant=\"split\" aria-labelledby=\"nx-s-4\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">03<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">The question<\/span><\/div><h2 id=\"nx-s-4\" class=\"nx-section-title\">Agents and automation: how the risk develops.<\/h2><p class=\"nx-lede\">AI tools, authority and risk controls. The dossier below sets out how the risk develops, what is measured, where the data come from, how it is modelled and who decides.<\/p><\/div><div class=\"nx-section-body\"><div class=\"nx-cells\" data-cols=\"2\"><div><div class=\"nx-glyph-row\"><span class=\"nx-glyph\" data-tone=\"accent\"><svg class=\"nx-i\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M12 5a3 3 0 1 0-5.997.125 4 4 0 0 0-2.526 5.77 4 4 0 0 0 .556 6.588A4 4 0 1 0 12 18Z\"\/><path d=\"M9 13a4.5 4.5 0 0 0 3-4\"\/><path d=\"M6.003 5.125A3 3 0 0 0 6.401 6.5\"\/><path d=\"M3.477 10.896a4 4 0 0 1 .585-.396\"\/><path d=\"M6 18a4 4 0 0 1-1.967-.516\"\/><path d=\"M12 13h4\"\/><path d=\"M12 18h6a2 2 0 0 1 2 2v1\"\/><path d=\"M12 8h8\"\/><path d=\"M16 8V5a2 2 0 0 1 2-2\"\/><circle cx=\"16\" cy=\"13\" r=\".5\"\/><circle cx=\"18\" cy=\"3\" r=\".5\"\/><circle cx=\"20\" cy=\"21\" r=\".5\"\/><circle cx=\"20\" cy=\"8\" r=\".5\"\/><\/svg><\/span><span class=\"nx-eyebrow\">Mechanism<\/span><\/div><h3 class=\"nx-h4 nx-mt-2\">Tool reach multiplies impact<\/h3><p class=\"nx-p nx-mt-1\">Each tool an agent can call adds a path from a model error to a real effect: a query, a write, a message, a run. Risk grows with the number of tools and the privileges behind them, not with the model alone.<\/p><\/div><div><div class=\"nx-glyph-row\"><span class=\"nx-glyph\" data-tone=\"accent\"><svg class=\"nx-i\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M14 2v4a2 2 0 0 0 2 2h4\"\/><path d=\"M4.268 21a2 2 0 0 0 1.727 1H18a2 2 0 0 0 2-2V7l-5-5H6a2 2 0 0 0-2 2v3\"\/><path d=\"m9 18-1.5-1.5\"\/><circle cx=\"5\" cy=\"14\" r=\"3\"\/><\/svg><\/span><span class=\"nx-eyebrow\">Mechanism<\/span><\/div><h3 class=\"nx-h4 nx-mt-2\">Instructions arrive in data<\/h3><p class=\"nx-p nx-mt-1\">Text retrieved from a web page, a document or a dataset can carry instructions the agent then follows. Prompt injection turns ordinary content into a control channel, so tool permissions must never depend on the agent recognising it.<\/p><\/div><div><div class=\"nx-glyph-row\"><span class=\"nx-glyph\" data-tone=\"accent\"><svg class=\"nx-i\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M15 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V7Z\"\/><path d=\"M14 2v4a2 2 0 0 0 2 2h4\"\/><path d=\"M10 9H8\"\/><path d=\"M16 13H8\"\/><path d=\"M16 17H8\"\/><\/svg><\/span><span class=\"nx-eyebrow\">Mechanism<\/span><\/div><h3 class=\"nx-h4 nx-mt-2\">Fluent error looks like evidence<\/h3><p class=\"nx-p nx-mt-1\">Language models produce confident, well-formatted output that can be wrong, including invented citations and figures. Once an unlabelled draft enters a report, it borrows the authority of the report and the people who signed it.<\/p><\/div><div><div class=\"nx-glyph-row\"><span class=\"nx-glyph\" data-tone=\"accent\"><svg class=\"nx-i\" viewBox=\"0 0 24 24\" aria-hidden=\"true\" focusable=\"false\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><circle cx=\"12\" cy=\"4.5\" r=\"2.5\"\/><path d=\"m10.2 6.3-3.9 3.9\"\/><circle cx=\"4.5\" cy=\"12\" r=\"2.5\"\/><path d=\"M7 12h10\"\/><circle cx=\"19.5\" cy=\"12\" r=\"2.5\"\/><path d=\"m13.8 17.7 3.9-3.9\"\/><circle cx=\"12\" cy=\"19.5\" r=\"2.5\"\/><\/svg><\/span><span class=\"nx-eyebrow\">Mechanism<\/span><\/div><h3 class=\"nx-h4 nx-mt-2\">Automation chains<\/h3><p class=\"nx-p nx-mt-1\">One agent's output becomes another's input, or triggers a pipeline, with no person in between. An early error is copied, transformed and amplified along the chain, and the receipt trail is the only way back to where it started.<\/p><\/div><\/div><\/div><\/div><\/section><section id=\"nx-sec-terms\" class=\"nx-section\" data-hue=\"project\" data-tone=\"alt\" data-variant=\"band\" aria-labelledby=\"nx-s-5\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">04<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Key terms<\/span><\/div><h2 id=\"nx-s-5\" class=\"nx-section-title\">Terms used on this page.<\/h2><p class=\"nx-lede\">Each term as this page uses it. Where a standard-setting body defines the term, the wording follows that body.<\/p><\/div><div class=\"nx-section-body\"><div class=\"nx-table-wrap\"><table class=\"nx-table\" data-stack=\"true\"><thead><tr><th scope=\"col\">Term<\/th><th scope=\"col\">Definition<\/th><\/tr><\/thead><tbody><tr><td data-label=\"Term\">Prompt injection<\/td><td data-label=\"Definition\">An attack in which instructions hidden in content an AI system reads cause it to act against its operator's intent.<\/td><\/tr><tr><td data-label=\"Term\">Kill switch<\/td><td data-label=\"Definition\">A control that halts an agent's actions immediately when triggered.<\/td><\/tr><tr><td data-label=\"Term\">Action receipt<\/td><td data-label=\"Definition\">A record of each action an agent took, with its inputs, tool calls and authority.<\/td><\/tr><\/tbody><\/table><\/div><\/div><\/div><\/section><section id=\"nx-sec-indicators\" class=\"nx-section\" data-hue=\"infrastructure\" data-variant=\"stack\" aria-labelledby=\"nx-s-6\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">05<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Indicators<\/span><\/div><h2 id=\"nx-s-6\" class=\"nx-section-title\">What is measured, and how well.<\/h2><p class=\"nx-lede\">Each indicator carries its unit, its cadence, the kind of source behind it and the evidence label a value would carry. No values are shown: a programme supplies them under its own authority.<\/p><\/div><div class=\"nx-section-body\" data-lv=\"register\"><div class=\"nx-table-wrap\"><table class=\"nx-table\" data-stack=\"true\"><thead><tr><th scope=\"col\">Indicator<\/th><th scope=\"col\">Unit<\/th><th scope=\"col\">Cadence<\/th><th scope=\"col\">Source type<\/th><th scope=\"col\">Label<\/th><\/tr><\/thead><tbody><tr><td data-label=\"Indicator\">Active agents with a current authority record<\/td><td data-label=\"Unit\">proportion of active agents<\/td><td data-label=\"Cadence\">weekly<\/td><td data-label=\"Source type\">Authority register<\/td><td data-label=\"Label\"><span class=\"nx-chip\">DECLARED<\/span><\/td><\/tr><tr><td data-label=\"Indicator\">Tool calls denied at the policy gate<\/td><td data-label=\"Unit\">count per agent per period<\/td><td data-label=\"Cadence\">daily<\/td><td data-label=\"Source type\">Policy gate logs<\/td><td data-label=\"Label\"><span class=\"nx-chip\">OBSERVED<\/span><\/td><\/tr><tr><td data-label=\"Indicator\">Time from kill-switch activation to halt<\/td><td data-label=\"Unit\">seconds<\/td><td data-label=\"Cadence\">per drill or event<\/td><td data-label=\"Source type\">Gate and runtime logs<\/td><td data-label=\"Label\"><span class=\"nx-chip\">OBSERVED<\/span><\/td><\/tr><tr><td data-label=\"Indicator\">Agent outputs accepted after human review<\/td><td data-label=\"Unit\">proportion of outputs<\/td><td data-label=\"Cadence\">monthly<\/td><td data-label=\"Source type\">Review records<\/td><td data-label=\"Label\"><span class=\"nx-chip\">OBSERVED<\/span><\/td><\/tr><tr><td data-label=\"Indicator\">Red-team findings open at promotion<\/td><td data-label=\"Unit\">count by severity<\/td><td data-label=\"Cadence\">per model version<\/td><td data-label=\"Source type\">Evaluation records<\/td><td data-label=\"Label\"><span class=\"nx-chip\">REPORTED<\/span><\/td><\/tr><tr><td data-label=\"Indicator\">Unsupported claims found in sampled outputs<\/td><td data-label=\"Unit\">count per sample<\/td><td data-label=\"Cadence\">monthly<\/td><td data-label=\"Source type\">Reviewer audit<\/td><td data-label=\"Label\"><span class=\"nx-chip\">OBSERVED<\/span><\/td><\/tr><tr><td data-label=\"Indicator\">Agent actions with a complete receipt<\/td><td data-label=\"Unit\">proportion of actions<\/td><td data-label=\"Cadence\">daily<\/td><td data-label=\"Source type\">Receipt store<\/td><td data-label=\"Label\"><span class=\"nx-chip\">OBSERVED<\/span><\/td><\/tr><\/tbody><\/table><\/div><div class=\"nx-live-slot\" data-nxf-slot=\"indicators\" data-nxf-kind=\"indicator\" data-nxf-resource=\"nexus:\/\/gcri\/G09\/topics\/agents-and-automation\/#indicators\" data-nxf-title=\"Indicators\" data-nxf-height=\"520\" hidden><\/div><\/div><\/div><\/section><section id=\"nx-sec-pipeline\" class=\"nx-section\" data-hue=\"project\" data-tone=\"alt\" aria-labelledby=\"nx-s-7\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">06<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Canvas<\/span><\/div><h2 id=\"nx-s-7\" class=\"nx-section-title\">From sources to decisions.<\/h2><p class=\"nx-lede\">The topic as a computational graph: named sources feed the methods, an evidence review gates the outputs, and the decisions stay with the authorities that hold them.<\/p><\/div><div class=\"nx-section-body\"><div class=\"nx-plate\" data-wide=\"true\"><div class=\"nx-plate-label\"><span class=\"nx-eyebrow\"><strong>Pipeline canvas<\/strong> \u00b7 Agents and automation as a run graph<\/span><span class=\"nx-eyebrow\">Design, not a record<\/span><\/div><div class=\"nx-figure-frame\" data-scene=\"true\"><svg class=\"nx-figure nx-ui nx-dag\" viewBox=\"0 0 1200 564\" data-nx-dag=\"true\" data-w=\"1200\" data-h=\"564\" role=\"img\" aria-labelledby=\"nx-dag-g09-topics-agents-and-automation-gis-chai-t nx-dag-g09-topics-agents-and-automation-gis-chai-d\" data-nx-z=\"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\"><title id=\"nx-dag-g09-topics-agents-and-automation-gis-chai-t\">Agents and automation: from layers to a published map<\/title><desc id=\"nx-dag-g09-topics-agents-and-automation-gis-chai-d\">Layers are ingested with their licences, reprojected and harmonised, analysed (overlay, zonal statistics, indices), checked for uncertainty and published as a map with its passport. Design of the process, not a record of a run.<\/desc><\/svg><\/div><\/div><p class=\"nx-caption\"><strong>Fig. 02<\/strong><span>Nodes carry their type, two metric rows and a state; connectors show what feeds what; dashed frames name the owners; the timeline is the cadence. Design of the pipeline, not a record of a run.<\/span><\/p><\/div><\/div><\/section><section id=\"nx-sec-sources\" class=\"nx-section\" data-hue=\"infrastructure\" data-variant=\"split\" aria-labelledby=\"nx-s-8\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">07<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Sources<\/span><\/div><h2 id=\"nx-s-8\" class=\"nx-section-title\">Where the evidence comes from.<\/h2><p class=\"nx-lede\">Named public datasets and institutional records, each with its licence class. Sources by agreement are used only under their terms and never republished.<\/p><\/div><div class=\"nx-section-body\"><div class=\"nx-table-wrap\"><table class=\"nx-table\" data-stack=\"true\"><thead><tr><th scope=\"col\">Source<\/th><th scope=\"col\">What it gives<\/th><th scope=\"col\">Licence class<\/th><\/tr><\/thead><tbody><tr><td data-label=\"Source\">AI Incident Database<\/td><td data-label=\"What it gives\">Documented real-world AI failures and harms for hazard identification<\/td><td data-label=\"Licence class\">Open, terms of the database<\/td><\/tr><tr><td data-label=\"Source\">OECD AI Incidents Monitor<\/td><td data-label=\"What it gives\">Reported AI incidents and hazards drawn from news sources<\/td><td data-label=\"Licence class\">Terms of the OECD<\/td><\/tr><tr><td data-label=\"Source\">MITRE ATLAS<\/td><td data-label=\"What it gives\">Adversary tactics and techniques against AI systems<\/td><td data-label=\"Licence class\">Free, terms of use<\/td><\/tr><tr><td data-label=\"Source\">OWASP Top 10 for large language model applications<\/td><td data-label=\"What it gives\">Common vulnerability classes in language model and agent systems<\/td><td data-label=\"Licence class\">CC BY-SA<\/td><\/tr><tr><td data-label=\"Source\">NIST AI RMF Playbook<\/td><td data-label=\"What it gives\">Suggested actions for the govern, map, measure and manage functions<\/td><td data-label=\"Licence class\">Public domain<\/td><\/tr><tr><td data-label=\"Source\">Model cards published with open models<\/td><td data-label=\"What it gives\">Intended use, evaluation and known limits of a base model<\/td><td data-label=\"Licence class\">Licence per model<\/td><\/tr><\/tbody><\/table><\/div><div class=\"nx-live-slot\" data-nxf-slot=\"evidence\" data-nxf-kind=\"evidence\" data-nxf-resource=\"nexus:\/\/gcri\/G09\/topics\/agents-and-automation\/#evidence\" data-nxf-title=\"Sources\" data-nxf-height=\"520\" hidden><\/div><\/div><\/div><\/section><section id=\"nx-sec-decisions\" class=\"nx-section\" data-hue=\"project\" data-tone=\"alt\" data-variant=\"split\" aria-labelledby=\"nx-s-9\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">08<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Decisions<\/span><\/div><h2 id=\"nx-s-9\" class=\"nx-section-title\">Who decides, and what the evidence serves.<\/h2><p class=\"nx-lede\">Nexus Foundry prepares evidence. The decisions below are taken by the authorities named, under their own rules, and never by the platform.<\/p><\/div><div class=\"nx-section-body\"><div class=\"nx-table-wrap\"><table class=\"nx-table\" data-stack=\"true\"><thead><tr><th scope=\"col\">Who decides<\/th><th scope=\"col\">The question<\/th><th scope=\"col\">Evidence this page serves<\/th><\/tr><\/thead><tbody><tr><td data-label=\"Who decides\">Supervising institutions<\/td><td data-label=\"The question\">Whether an agent may act in their project, with which tools and on which data<\/td><td data-label=\"Evidence this page serves\">Authority record, evaluation record, open red-team findings<\/td><\/tr><tr><td data-label=\"Who decides\">Data owners<\/td><td data-label=\"The question\">Whether their data may be read by agents or used to train or tune models<\/td><td data-label=\"Evidence this page serves\">Data classes in scope; the recorded training decision<\/td><\/tr><tr><td data-label=\"Who decides\">Reviewers<\/td><td data-label=\"The question\">Whether an agent's draft may be accepted into evidence or a report<\/td><td data-label=\"Evidence this page serves\">Receipts, sources cited and checked, evidence labels<\/td><\/tr><tr><td data-label=\"Who decides\">AI governance leads and data protection authorities<\/td><td data-label=\"The question\">Whether automated processing meets applicable law and the institution's AI policy<\/td><td data-label=\"Evidence this page serves\">Impact assessment, logs, the human oversight record<\/td><\/tr><\/tbody><\/table><\/div><h3 class=\"nx-h4 nx-mt-4\">Outputs this topic produces<\/h3><ul class=\"nx-list\"><li>Authority records per agent: purpose, tools, data classes, budget, kill-switch and supervisor<\/li><li>Evaluation and red-team records at each promotion<\/li><li>Receipts for every agent action<\/li><li>Labelled drafts that remain assertions until a person reviews them<\/li><\/ul><\/div><\/div><\/section><section id=\"nx-sec-core-questions\" class=\"nx-section\" data-hue=\"infrastructure\" data-variant=\"band\" aria-labelledby=\"nx-s-10\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">09<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Core questions<\/span><\/div><h2 id=\"nx-s-10\" class=\"nx-section-title\">What AI and safety engineers ask.<\/h2><\/div><div class=\"nx-section-body\"><ul class=\"nx-list\"><li>What exactly is this agent permitted to do, on which data, in which project?<\/li><li>How was the agent and its model evaluated for this use, and by whom?<\/li><li>Can every agent action be attributed to an identity, a configuration and a supervising institution?<\/li><li>How quickly can a person stop it, and is that stop enforced outside the agent?<\/li><\/ul><\/div><\/div><\/section><section id=\"nx-sec-mechanisms\" class=\"nx-section\" data-hue=\"project\" data-tone=\"alt\" data-variant=\"stack\" aria-labelledby=\"nx-s-11\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">10<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Mechanisms<\/span><\/div><h2 id=\"nx-s-11\" class=\"nx-section-title\">Authority records, gates and receipts.<\/h2><\/div><div class=\"nx-section-body\"><p class=\"nx-p\">In the design of the Nexus Sovereignty Framework (<a class=\"nx-link\" href=\"https:\/\/therisk.global\/nexus-foundry\/systems\/nsf\/\">NSF<\/a>), every agent and tool holds an authority record that states its purpose, the tools it may call, the data classes it may touch, its rate limits and its kill-switch. Requests without an explicit policy decision fail closed. Agent actions pass the same policy gates and receive the same receipts as human actions, and scopes and kill-switches are enforced at the gate rather than left to the agent's own configuration.<\/p><p class=\"nx-p\">In <a class=\"nx-link\" href=\"https:\/\/therisk.global\/nexus-foundry\/systems\/labs\/\">Labs<\/a>, agents may run analyses and draft artifacts, but each action is bound to an agent identity, model, tool set, budget and supervising institution, and remains an assertion until a person reviews it. In <a class=\"nx-link\" href=\"https:\/\/therisk.global\/nexus-foundry\/systems\/studio\/\">Studio<\/a>, agent behaviour inside a composition is declared with its purpose, tools and scope.<\/p><\/div><\/div><\/section><section id=\"nx-sec-evaluation-and-limits\" class=\"nx-section\" data-hue=\"infrastructure\" data-variant=\"split\" aria-labelledby=\"nx-s-12\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">11<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Evaluation and limits<\/span><\/div><h2 id=\"nx-s-12\" class=\"nx-section-title\">Evaluation comes before authority.<\/h2><\/div><div class=\"nx-section-body\"><ol class=\"nx-rows\"><li><span class=\"nx-eyebrow nx-index\">01<\/span><div><h3 class=\"nx-h4\">Contract testing<\/h3><p class=\"nx-p nx-mt-1\">Integrations and agents are tested against their declared contracts before they receive authority in any tenant.<\/p><\/div><\/li><li><span class=\"nx-eyebrow nx-index\">02<\/span><div><h3 class=\"nx-h4\">Model evaluation<\/h3><p class=\"nx-p nx-mt-1\">Promotion of a model requires evaluation records, including red-team results where the use calls for them.<\/p><\/div><\/li><li><span class=\"nx-eyebrow nx-index\">03<\/span><div><h3 class=\"nx-h4\">Data use<\/h3><p class=\"nx-p nx-mt-1\">No tenant data is used for training without a recorded decision by the data owner.<\/p><\/div><\/li><li><span class=\"nx-eyebrow nx-index\">04<\/span><div><h3 class=\"nx-h4\">Known limits<\/h3><p class=\"nx-p nx-mt-1\">Evaluations sample behaviour and cannot exclude every failure; language models can produce fluent, wrong output; and tool-use risks grow with the number of tools an agent can reach. Narrow scopes and human review are the main mitigations.<\/p><\/div><\/li><\/ol><p class=\"nx-note nx-mt-3\">Agents never take a decision that belongs to an institution or a competent authority, issue a warning, release funds, dispatch resources, sign an acceptance or present a draft as reviewed evidence.<\/p><\/div><\/div><\/section><section id=\"nx-sec-methods\" class=\"nx-section\" data-hue=\"project\" data-tone=\"alt\" aria-labelledby=\"nx-s-13\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">12<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Methods<\/span><\/div><h2 id=\"nx-s-13\" class=\"nx-section-title\">How it is studied, and what the methods cannot say.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-methods\" data-limits=\"true\"><ol class=\"nx-mledger\" aria-label=\"Methods\"><li><a class=\"nx-mledger-main\" href=\"https:\/\/therisk.global\/nexus-foundry\/stem\/ai-ml\/\"><span class=\"nx-mledger-n\" aria-hidden=\"true\">01<\/span><span class=\"nx-mledger-body\"><span class=\"nx-mledger-name\">Artificial intelligence and machine learning<\/span><span class=\"nx-mledger-role\">Earth observation models with spatial validation \u00b7 Model cards and promotion records<\/span><\/span><span class=\"nx-mledger-go\"><span class=\"nx-mledger-go-label\">Applied here<\/span><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/span><\/a><div class=\"nx-mledger-aside\"><a class=\"nx-mledger-canon\" href=\"https:\/\/therisk.global\/stem\/technology\/ai-ml\/\" aria-label=\"Artificial intelligence and machine learning: canonical page on the STEM Commons\">Canonical \u00b7 STEM Commons <span aria-hidden=\"true\">\u2197<\/span><\/a><\/div><\/li><li><a class=\"nx-mledger-main\" href=\"https:\/\/therisk.global\/nexus-foundry\/stem\/safety-critical-software\/\"><span class=\"nx-mledger-n\" aria-hidden=\"true\">02<\/span><span class=\"nx-mledger-body\"><span class=\"nx-mledger-name\">Software and safety-critical systems engineering<\/span><span class=\"nx-mledger-role\">Fail-closed policy gates \u00b7 Build provenance and bills of materials \u00b7 Assurance cases<\/span><\/span><span class=\"nx-mledger-go\"><span class=\"nx-mledger-go-label\">Applied here<\/span><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/span><\/a><div class=\"nx-mledger-aside\"><a class=\"nx-mledger-canon\" href=\"https:\/\/therisk.global\/stem\/engineering\/safety-critical-software\/\" aria-label=\"Software and safety-critical systems engineering: canonical page on the STEM Commons\">Canonical \u00b7 STEM Commons <span aria-hidden=\"true\">\u2197<\/span><\/a><\/div><\/li><li><a class=\"nx-mledger-main\" href=\"https:\/\/therisk.global\/nexus-foundry\/stem\/systems-engineering\/\"><span class=\"nx-mledger-n\" aria-hidden=\"true\">03<\/span><span class=\"nx-mledger-body\"><span class=\"nx-mledger-name\">Systems engineering<\/span><span class=\"nx-mledger-role\">Canonical system inventory \u00b7 Contract-first interfaces \u00b7 Requirements traced to evidence<\/span><\/span><span class=\"nx-mledger-go\"><span class=\"nx-mledger-go-label\">Applied here<\/span><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/span><\/a><div class=\"nx-mledger-aside\"><a class=\"nx-mledger-canon\" href=\"https:\/\/therisk.global\/stem\/engineering\/systems-engineering\/\" aria-label=\"Systems engineering: canonical page on the STEM Commons\">Canonical \u00b7 STEM Commons <span aria-hidden=\"true\">\u2197<\/span><\/a><\/div><\/li><li><a class=\"nx-mledger-main\" href=\"https:\/\/therisk.global\/nexus-foundry\/stem\/data-engineering\/\"><span class=\"nx-mledger-n\" aria-hidden=\"true\">04<\/span><span class=\"nx-mledger-body\"><span class=\"nx-mledger-name\">Data engineering, interoperability and stewardship<\/span><span class=\"nx-mledger-role\">Validation at the ingest boundary \u00b7 Frozen data cuts for reproducible products<\/span><\/span><span class=\"nx-mledger-go\"><span class=\"nx-mledger-go-label\">Applied here<\/span><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/span><\/a><div class=\"nx-mledger-aside\"><a class=\"nx-mledger-canon\" href=\"https:\/\/therisk.global\/stem\/technology\/data-engineering\/\" aria-label=\"Data engineering, interoperability and stewardship: canonical page on the STEM Commons\">Canonical \u00b7 STEM Commons <span aria-hidden=\"true\">\u2197<\/span><\/a><\/div><\/li><\/ol><aside class=\"nx-limits\" aria-label=\"What the methods cannot say\"><span class=\"nx-eyebrow\">What the methods cannot say<\/span><p class=\"nx-limits-text\">Evaluations sample behaviour and cannot exclude every failure, and a model's behaviour can change with its provider's updates. Prompt injection has no complete defence; containment depends on narrow permissions enforced outside the agent. Receipts show what an agent did, not whether it was right. Agents never take a decision that belongs to an institution, issue a warning, release funds, dispatch resources or present a draft as reviewed evidence.<\/p><\/aside><\/div><\/div><\/div><\/section><section id=\"nx-s-14-sec\" class=\"nx-section\" data-hue=\"infrastructure\" aria-labelledby=\"nx-s-14\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">13<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Questions<\/span><\/div><h2 id=\"nx-s-14\" class=\"nx-section-title\">Questions and answers.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-faq\"><details><summary>Who is accountable for an agent's output?<\/summary><div class=\"nx-answer\">The person who accepts it into evidence, a report or a decision, and the supervising institution named in the agent's authority record. The agent itself is never the accountable party.<\/div><\/details><details><summary>Why are permissions enforced outside the agent?<\/summary><div class=\"nx-answer\">Because an agent can be manipulated by the content it reads. A policy gate the agent cannot reconfigure denies by default and holds even when the agent's own reasoning has been subverted.<\/div><\/details><details><summary>Is project data used to train models?<\/summary><div class=\"nx-answer\">Not without a recorded decision by the data owner. Training, tuning and evaluation uses are declared separately in the source terms.<\/div><\/details><details><summary>Can I connect my own agent?<\/summary><div class=\"nx-answer\">Agent and integration access is designed to open with authorized projects, after contract testing against the declared tools and scopes.<\/div><\/details><\/div><\/div><\/div><\/section><section class=\"nx-section\" data-tone=\"alt\" aria-labelledby=\"nx-rel-15\"><div class=\"nx-container\"><span class=\"nx-eyebrow\">Related<\/span><h2 id=\"nx-rel-15\" class=\"nx-h3 nx-mt-2\">Around Nexus Foundry.<\/h2><nav class=\"nx-related nx-mt-3\" aria-label=\"Related\"><a href=\"https:\/\/therisk.global\/nexus-foundry\/topics\/project-workstations\/\">Project workstations <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a href=\"https:\/\/therisk.global\/nexus-foundry\/topics\/twenty-technical-systems\/\">Twenty technical systems <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a href=\"https:\/\/therisk.global\/nexus-foundry\/topics\/maps-and-gis\/\">Maps and GIS <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a href=\"https:\/\/therisk.global\/nexus-foundry\/topics\/grix-evidence\/\">GRIx evidence <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a href=\"https:\/\/therisk.global\/nexus-foundry\/topics\/modelling-and-simulation\/\">Modelling and simulation <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a href=\"https:\/\/therisk.global\/nexus-foundry\/topics\/compute-and-edge\/\">Compute and edge <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a href=\"https:\/\/therisk.global\/nexus-foundry\/\">Nexus Foundry home <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a href=\"https:\/\/therisk.global\/nexus-foundry\/counterparts\/\">Counterparts across the Consortium <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a href=\"https:\/\/therisk.global\/\">The Global Centre for Risk and Innovation home <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a href=\"https:\/\/therisk.global\/trust\/\">GCRI governance and trust <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><\/nav><\/div><\/section><section class=\"nx-closing\" aria-labelledby=\"nx-close-16\"><div class=\"nx-container\"><span class=\"nx-eyebrow\">Nexus Foundry<\/span><h2 id=\"nx-close-16\" class=\"nx-section-title\">Bring your expertise to this field.<\/h2><p class=\"nx-lede\">The current service level is R0: information and enquiries. An enquiry receives a reference and names the next step; applications, payments, compute allocations and registrations open only when their team, terms and review capacity exist.<\/p><div class=\"nx-actions\"><a class=\"nx-btn\" data-variant=\"primary\" href=\"mailto:contact@therisk.global?subject=Nexus%20Foundry%3A%20Agents%20and%20automation\">Write to the team <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a class=\"nx-btn\" data-variant=\"secondary\" href=\"https:\/\/therisk.global\/nexus-foundry\/contact\/\">See all contact routes<\/a><\/div><\/div><\/section><\/div><\/div><script class=\"_iub_cs_skip\">window.__nxMount ? window.__nxMount(document.currentScript) : null;<\/script>\n\n\n<script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"FAQPage\",\"@id\":\"https:\/\/therisk.global\/nexus-foundry\/topics\/agents-and-automation\/#faq\",\"isPartOf\":{\"@id\":\"https:\/\/therisk.global\/nexus-foundry\/topics\/agents-and-automation\/#webpage\"},\"inLanguage\":\"en\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"Who is accountable for an agent's output?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"The person who accepts it into evidence, a report or a decision, and the supervising institution named in the agent's authority record. 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