{"id":69,"date":"2026-10-17T10:45:27","date_gmt":"2026-10-17T10:45:27","guid":{"rendered":"https:\/\/therisk.global\/ai-autonomous-systems\/?page_id=69"},"modified":"2026-10-20T17:59:50","modified_gmt":"2026-10-20T17:59:50","slug":"innovation","status":"publish","type":"page","link":"https:\/\/therisk.global\/ai-autonomous-systems\/innovation\/","title":{"rendered":"Innovation and practical technology"},"content":{"rendered":"\n<!-- Nexus network page \u00b7 https:\/\/therisk.global\/ai-autonomous-systems\/innovation\/ \u00b7 source template \u00b7 generated by integrations\/wordpress\/network\/build.mjs, never edit this file --><script type=\"text\/x-nexus\" class=\"_iub_cs_skip\" id=\"nxe-mount\" 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:where([role=\"tablist\"],[role=\"toolbar\"],[hidden],button,.nx-theme-toggle,.nx-live-slot){display:none}#nxe-n2bbqwlq.nxe img{max-width:100%;height:auto}<\/style><svg class=\"nx-defs\" aria-hidden=\"true\" focusable=\"false\" width=\"0\" height=\"0\"><defs><linearGradient id=\"nx-gi\" x1=\"0\" y1=\"0\" x2=\"1\" y2=\"1\"><stop offset=\"0\" class=\"nx-gi-a\"\/><stop offset=\"0.55\" class=\"nx-gi-b\"\/><stop offset=\"1\" class=\"nx-gi-c\"\/><\/linearGradient><linearGradient id=\"nx-giu\" gradientUnits=\"userSpaceOnUse\" x1=\"0\" y1=\"0\" x2=\"800\" y2=\"0\"><stop offset=\"0\" class=\"nx-gi-a\"\/><stop offset=\"0.55\" class=\"nx-gi-b\"\/><stop offset=\"1\" class=\"nx-gi-c\"\/><\/linearGradient><linearGradient id=\"nx-gp\" x1=\"0\" y1=\"0\" x2=\"1\" y2=\"1\"><stop offset=\"0\" class=\"nx-gp-a\"\/><stop offset=\"1\" class=\"nx-gp-b\"\/><\/linearGradient><\/defs><\/svg><section class=\"nx-scene nx-es-scene\" data-scene=\"text\" data-ground=\"none\" data-es-org=\"gcri\" aria-labelledby=\"nx-scene-title\"><div class=\"nx-scene-intro nx-es-intro\"><p class=\"nx-eyebrow\">GCRI \u00b7 Artificial Intelligence and Autonomous Systems<\/p><span class=\"nx-scene-rule\" aria-hidden=\"true\"><\/span><p class=\"nx-scene-accent nx-es-sig\"><strong>Spatial intelligence<\/strong><span>Observations, models and their uncertainty in one view<\/span><\/p><h1 id=\"nx-scene-title\" class=\"nx-scene-title\">Innovation and practical technology<\/h1><p class=\"nx-scene-lede\">Technology relevant to artificial intelligence and data and compute: what it can do, the constraints it faces and its consequences for people and institutions.<\/p><div class=\"nx-actions\"><a class=\"nx-btn\" data-variant=\"primary\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/contact\/\">Make an enquiry <svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><a class=\"nx-btn\" data-variant=\"secondary\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/\">Back to Artificial Intelligence and Autonomous Systems<\/a><\/div><\/div><\/section><section id=\"nx-s-1-sec\" class=\"nx-section\" data-hue=\"project\" data-tone=\"alt\" aria-labelledby=\"nx-s-1\"><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\">Sequence<\/span><\/div><h2 id=\"nx-s-1\" class=\"nx-section-title\">The order things happen in.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-es-fig\" data-es-layout=\"timeline\"><div class=\"nx-hero-rail\"><ol class=\"nx-lv-rail\"><li><div><span class=\"nx-lv-rail-k\">01<\/span><span class=\"nx-lv-rail-t\">Draft<\/span><span class=\"nx-lv-rail-n\">sources cited, labels attached<\/span><\/div><\/li><li><div><span class=\"nx-lv-rail-k\">02<\/span><span class=\"nx-lv-rail-t\">Evidence check<\/span><span class=\"nx-lv-rail-n\">every value traced<\/span><\/div><\/li><li><div><span class=\"nx-lv-rail-k\">03<\/span><span class=\"nx-lv-rail-t\">Independent review<\/span><span class=\"nx-lv-rail-n\">conflicts declared<\/span><\/div><\/li><li><div><span class=\"nx-lv-rail-k\">04<\/span><span class=\"nx-lv-rail-t\">Edition<\/span><span class=\"nx-lv-rail-n\">published with its limits<\/span><\/div><\/li><li><div><span class=\"nx-lv-rail-k\">05<\/span><span class=\"nx-lv-rail-t\">Correction<\/span><span class=\"nx-lv-rail-n\">a new version, never a silent edit<\/span><\/div><\/li><\/ol><\/div><\/div><\/div><\/div><\/section><section id=\"nx-sec-approach\" class=\"nx-section\" data-hue=\"infrastructure\" data-tone=\"alt\" data-variant=\"stack\" aria-labelledby=\"nx-s-2\"><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\">Approach<\/span><\/div><h2 id=\"nx-s-2\" class=\"nx-section-title\">Evaluate before adopting.<\/h2><\/div><div class=\"nx-section-body\" data-lv=\"timeline\"><ol class=\"nx-rows\"><li><span class=\"nx-eyebrow nx-index\">01<\/span><div><h3 class=\"nx-h4\">Need<\/h3><p class=\"nx-p nx-mt-1\">Which problem does the technology address, and for whom?<\/p><\/div><\/li><li><span class=\"nx-eyebrow nx-index\">02<\/span><div><h3 class=\"nx-h4\">Evidence<\/h3><p class=\"nx-p nx-mt-1\">What has been demonstrated, under what conditions, and what remains untested?<\/p><\/div><\/li><li><span class=\"nx-eyebrow nx-index\">03<\/span><div><h3 class=\"nx-h4\">Constraints<\/h3><p class=\"nx-p nx-mt-1\">Cost, skills, infrastructure, data and governance requirements.<\/p><\/div><\/li><li><span class=\"nx-eyebrow nx-index\">04<\/span><div><h3 class=\"nx-h4\">Consequences<\/h3><p class=\"nx-p nx-mt-1\">Effects on safety, rights, equity and the environment.<\/p><\/div><\/li><\/ol><\/div><\/div><\/section><div class=\"nx-live-slot\" data-nxf-slot=\"search\" data-nxf-kind=\"search\" data-nxf-resource=\"nexus:\/\/gcri\/G-P08\/innovation\/#search\" data-nxf-title=\"Search publications\" data-nxf-height=\"520\" hidden><\/div><section id=\"nx-s-3-sec\" class=\"nx-section\" data-hue=\"project\" aria-labelledby=\"nx-s-3\"><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\">Canvas<\/span><\/div><h2 id=\"nx-s-3\" class=\"nx-section-title\">Draft to published version.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-canvas-wrap\"><div class=\"nx-plate\" data-wide=\"true\"><div class=\"nx-plate-label\"><span class=\"nx-eyebrow\"><strong>Canvas<\/strong> \u00b7 draft to published version<\/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 697\" data-nx-dag=\"true\" data-w=\"1200\" data-h=\"697\" role=\"img\" aria-labelledby=\"nx-dag-g-p08-innovation-stage-gate-t nx-dag-g-p08-innovation-stage-gate-d\" data-nx-z=\"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\"><title id=\"nx-dag-g-p08-innovation-stage-gate-t\">Innovation and practical technology: an innovation through readiness gates<\/title><desc id=\"nx-dag-g-p08-innovation-stage-gate-d\">An idea is tested as a concept, validated in the lab, piloted with an owner under safeguards and reviewed for adoption; each gate asks for evidence of effect, safety and cost before the next stage. Design of the process, not a record of a run.<\/desc><\/svg><\/div><div class=\"nx-es-dagbar\" data-es-dagbar=\"true\" role=\"group\" aria-label=\"Play the process\" hidden><button type=\"button\" class=\"nx-es-db-btn\" data-es-db=\"play\" aria-pressed=\"false\" aria-label=\"Play or pause the run\"><svg viewBox=\"0 0 12 12\" aria-hidden=\"true\" focusable=\"false\"><path class=\"nx-es-db-on\" d=\"M3 1.5v9l7.5-4.5z\"\/><path class=\"nx-es-db-off\" d=\"M2.5 1.5h2.6v9H2.5zm4.4 0h2.6v9H6.9z\"\/><\/svg><\/button><button type=\"button\" class=\"nx-es-db-btn\" data-es-db=\"prev\" aria-label=\"Previous step\">&#8249;<\/button><span class=\"nx-es-db-scrub\" data-es-scrub=\"true\"><\/span><button type=\"button\" class=\"nx-es-db-btn\" data-es-db=\"next\" aria-label=\"Next step\">&#8250;<\/button><span class=\"nx-es-db-step\" aria-live=\"polite\">Step 1<\/span><\/div><\/div><p class=\"nx-caption\"><strong>Fig.<\/strong><span>How a finding is reviewed before it is published. Design, not a record.<\/span><\/p><\/div><\/div><\/div><\/section><section id=\"nx-sec-pg-technologies\" class=\"nx-section\" data-hue=\"infrastructure\" data-tone=\"alt\" aria-labelledby=\"nx-s-4\"><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\">Technologies under assessment<\/span><\/div><h2 id=\"nx-s-4\" class=\"nx-section-title\">What could change AI practice, and what it still has to show.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-table-wrap\"><table class=\"nx-table\" data-stack=\"true\"><thead><tr><th>Technology<\/th><th>What it could change<\/th><th>What remains to be shown<\/th><\/tr><\/thead><tbody><tr><td data-label=\"Technology\">Automated red teaming<\/td><td data-label=\"What it could change\">Broader coverage of failure modes<\/td><td data-label=\"What remains to be shown\">Coverage of novel failures; evaluator reliability<\/td><\/tr><tr><td data-label=\"Technology\">Interpretability methods<\/td><td data-label=\"What it could change\">Understanding why models fail<\/td><td data-label=\"What remains to be shown\">Scale and faithfulness of explanations<\/td><\/tr><tr><td data-label=\"Technology\">Content provenance standards<\/td><td data-label=\"What it could change\">Labelling synthetic media<\/td><td data-label=\"What remains to be shown\">Adoption and robustness to removal<\/td><\/tr><tr><td data-label=\"Technology\">AI for scientific discovery<\/td><td data-label=\"What it could change\">Faster hypotheses and simulation<\/td><td data-label=\"What remains to be shown\">Validation and reproducibility<\/td><\/tr><\/tbody><\/table><\/div><\/div><\/div><\/section><div class=\"nx-live-slot\" data-nxf-slot=\"evidence\" data-nxf-kind=\"evidence\" data-nxf-resource=\"nexus:\/\/gcri\/G-P08\/innovation\/#evidence\" data-nxf-title=\"Evidence records\" data-nxf-height=\"520\" hidden><\/div><section id=\"nx-sec-build-and-test\" class=\"nx-section\" data-hue=\"project\" data-tone=\"alt\" data-variant=\"split\" aria-labelledby=\"nx-s-5\"><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\">Build and test<\/span><\/div><h2 id=\"nx-s-5\" class=\"nx-section-title\">From idea to tested capability.<\/h2><p class=\"nx-lede\">Promising work can be built in <a class=\"nx-link\" href=\"https:\/\/therisk.global\/ai-autonomous-systems\/foundry\/\">Nexus Foundry<\/a> and tested under controlled conditions through Nexus Universe. No technology is described as proven before it has been tested and reviewed.<\/p><\/div><\/div><\/section><section id=\"nx-sec-pg-sources\" class=\"nx-section\" data-hue=\"infrastructure\" data-tone=\"alt\" 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\">06<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Sources<\/span><\/div><h2 id=\"nx-s-6\" class=\"nx-section-title\">Where this page's references lead.<\/h2><p class=\"nx-lede\">The bodies and documents this page is read against. Status and editions change; each link goes to the issuing body.<\/p><\/div><div class=\"nx-section-body\"><ul class=\"nx-list\" data-nav=\"true\"><li><a class=\"nx-link\" href=\"https:\/\/www.nist.gov\/itl\/ai-risk-management-framework\" target=\"_blank\" rel=\"noopener\"><span>NIST AI Risk Management Framework<\/span><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><\/li><li><a class=\"nx-link\" href=\"https:\/\/www.iso.org\/standard\/81230.html\" target=\"_blank\" rel=\"noopener\"><span>ISO\/IEC 42001:2023 Artificial intelligence management system (ISO)<\/span><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><\/li><li><a class=\"nx-link\" href=\"https:\/\/www.iso.org\/standard\/77304.html\" target=\"_blank\" rel=\"noopener\"><span>ISO\/IEC 23894:2023 AI guidance on risk management (ISO)<\/span><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><\/li><li><a class=\"nx-link\" href=\"https:\/\/oecd.ai\/en\/ai-principles\" target=\"_blank\" rel=\"noopener\"><span>OECD AI Principles<\/span><svg class=\"nx-arrow\" viewBox=\"0 0 16 16\" aria-hidden=\"true\"><path d=\"M3 8h10M9 4l4 4-4 4\"\/><\/svg><\/a><\/li><\/ul><\/div><\/div><\/section><section id=\"nx-s-7-sec\" class=\"nx-section\" data-hue=\"project\" aria-labelledby=\"nx-s-7\"><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\">Questions<\/span><\/div><h2 id=\"nx-s-7\" class=\"nx-section-title\">Questions and answers.<\/h2><\/div><div class=\"nx-section-body\"><div class=\"nx-faq\"><details><summary>Does the platform endorse products?<\/summary><div class=\"nx-answer\">No. It evaluates technologies and publishes what it finds, with limits. It does not endorse, certify or recommend products or vendors.<\/div><\/details><\/div><\/div><\/div><\/section><section id=\"nx-sec-nr-gateway\" class=\"nx-section\" data-hue=\"infrastructure\" data-tone=\"alt\" aria-labelledby=\"nx-nr-gateway-h\"><div class=\"nx-container\"><div class=\"nx-section-head\"><div class=\"nx-eyebrow-row\"><span class=\"nx-eyebrow\">NR<\/span><span class=\"nx-rule\" aria-hidden=\"true\"><\/span><span class=\"nx-eyebrow\">Nexus Reports gateway \u00b7 GW-GCRI<\/span><\/div><h2 id=\"nx-nr-gateway-h\" class=\"nx-section-title\">Contribute to Nexus Reports from this page.<\/h2><p class=\"nx-lede\">Nexus Reports is the Consortium's quarterly publication. 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