{"id":9,"date":"2026-10-29T00:04:41","date_gmt":"2026-10-29T00:04:41","guid":{"rendered":"https:\/\/observatory.global\/labs\/physical-ai\/"},"modified":"2026-10-29T00:04:41","modified_gmt":"2026-10-29T00:04:41","slug":"physical-ai","status":"publish","type":"page","link":"https:\/\/observatory.global\/labs\/physical-ai\/","title":{"rendered":"Physical AI"},"content":{"rendered":"<link rel=\"stylesheet\" href=\"https:\/\/observatory.global\/wp-content\/plugins\/nexus-observatory-pages\/assets\/bundle\/d0c6e698a0a7\/kit.css?ver=d0c6e698a0a7\">\n<link rel=\"stylesheet\" href=\"https:\/\/observatory.global\/wp-content\/plugins\/nexus-observatory-pages\/assets\/bundle\/d0c6e698a0a7\/i18n.css?ver=d0c6e698a0a7\">\n<link rel=\"stylesheet\" href=\"https:\/\/observatory.global\/wp-content\/plugins\/nexus-observatory-pages\/assets\/bundle\/d0c6e698a0a7\/ins\/ins.css?ver=d0c6e698a0a7\">\n<link rel=\"stylesheet\" href=\"https:\/\/observatory.global\/wp-content\/plugins\/nexus-observatory-pages\/assets\/bundle\/d0c6e698a0a7\/chrome.css?ver=d0c6e698a0a7\">\n<link rel=\"stylesheet\" href=\"https:\/\/observatory.global\/wp-content\/plugins\/nexus-observatory-pages\/assets\/bundle\/d0c6e698a0a7\/tpl.css?ver=d0c6e698a0a7\">\n<link rel=\"stylesheet\" href=\"https:\/\/observatory.global\/wp-content\/plugins\/nexus-observatory-pages\/assets\/bundle\/d0c6e698a0a7\/view-area.css?ver=d0c6e698a0a7\">\n<div class=\"nxo-view\" data-nxo-view=\"area\" data-nxo-bundle=\"d0c6e698a0a7\"><div class=\"nxo-ssr\" data-nxo-snap><header><a href=\"\/\">Nexus Observatory<\/a> <nav aria-label=\"Network\"><a href=\"\/\">Main site<\/a><a href=\"\/protocol\/\">Protocol<\/a><a href=\"\/spectrum\/\">Spectrum<\/a><\/nav> <a href=\"\/sign-in\/\">Sign in<\/a><a href=\"\/register\/\">Create account<\/a> <nav aria-label=\"Frontier labs\"><a href=\"\/contact\/\">Contact<\/a> <\/nav> <\/header> <main><section><a href=\"\/\">Nexus Observatory<\/a><p>\/<\/p><a href=\"\/labs\/\">Frontier labs<\/a><p>\/<\/p><b>Physical AI<\/b> <h1>Drones and robots, inside published red lines.<\/h1> <p>Physical AI, inside Frontier labs: drones for site survey and sensor placement, inspection robots for sites and facilities, collaborative robots, functional safety of AI-enabled machines and more. Every item is traced to its specification, from Canadian Aviation Regulations Part IX (RPAS) to ASTM F3411 (remote ID), and runs on the open Observatory Protocol.<\/p> <a href=\"\/contact\/\">Plan with us<\/a><span>Architecture<\/span><a href=\"\/protocol\/specification\/\">The protocol<\/a> <dl><dt>Technologies<\/dt><dd>9<\/dd> <dt>At the frontier<\/dt><dd>2<\/dd> <dt>Protocol functions<\/dt><dd>3 of 8<\/dd> <dt>Industries served<\/dt><dd>3<\/dd> <\/dl> <p>Reference design, drawn to scale \u00b7 drag to turn \u00b7 hover a part<\/p> <\/section> <section><p><b>01<\/b>What it is<\/p> <h2>Physical AI and robotics (within red lines).<\/h2><p>AI from model to accountable operation: edge inference and model optimisation, foundation models for Earth observation and geospatial work, time-series and sensor AI, multimodal fusion and supervised agentic operations, federated and privacy-preserving learning, physical AI and robotics within stated red lines, MLOps, evaluation and model risk, and the governance frameworks that apply to each. Each technology below carries what it is, what we do with it, and the standard it is drawn against.<\/p> <article><p>AI systems<\/p><h3>Drones for site survey and sensor placement<\/h3><p>Uncrewed aircraft for tower inspection, terrain survey and placing or retrieving sensors under aviation rules.<\/p><p>We design, integrate and operate.<\/p><p>Canadian Aviation Regulations Part IX (RPAS) \u00b7 ASTM F3411 (remote ID) \u00b7 JARUS SORA<\/p><\/article><article><p>AI systems<\/p><h3>Inspection robots for sites and facilities<\/h3><p>Ground robots that read gauges, scan thermals and check equipment in edge sites and plants.<\/p><p>We design, integrate and operate.<\/p><p>ISO 3691-4 (driverless industrial trucks) \u00b7 ISO 13482 (personal care robots)<\/p><\/article><article><p>AI systems<\/p><h3>Collaborative robots<\/h3><p>Robots working alongside people with force and speed limits.<\/p><p>We design and integrate.<\/p><p>ISO 10218-2 (industrial robot systems) \u00b7 ISO\/TS 15066 (collaborative robots)<\/p><\/article><article><p>AI systems<\/p><h3>Functional safety of AI-enabled machines<\/h3><p>Safety lifecycle methods applied when learned components influence machine behaviour.<\/p><p>We design and support.<\/p><p>IEC 61508 \u00b7 ISO 13849-1 \u00b7 ISO\/IEC TR 5469<\/p><\/article><article><p><b>Frontier<\/b> \u00b7 AI systems<\/p><h3>Simulation and sim-to-real transfer<\/h3><p>Training and testing robot behaviour in simulation, then validating on real hardware.<\/p><p>We design and integrate.<\/p><p>ISO\/IEC 30173 (digital twin concepts)<\/p><\/article><article><p><b>Frontier<\/b> \u00b7 AI systems<\/p><h3>Embodied foundation models<\/h3><p>Large models that map perception and instructions to robot actions, an active research area.<\/p><p>We design.<\/p><p>ISO\/IEC TR 5469<\/p><\/article><article><p>AI systems<\/p><h3>Red lines: no weapons, targeting or unlawful tracking<\/h3><p>Physical AI work excludes weapons, target selection and tracking of people without lawful authority and consent.<\/p><p>We design and operate.<\/p><p>OECD AI Principles \u00b7 UN Guiding Principles on Business and Human Rights<\/p><\/article><article><p>AI systems<\/p><h3>Performance evaluation<\/h3><p>Task metrics, test design and reporting that show how a model performs and where it does not.<\/p><p>We design and operate.<\/p><p>ISO\/IEC TS 4213 (classification performance assessment) \u00b7 ISO\/IEC 25059 (quality model for AI systems)<\/p><\/article><article><p>AI systems<\/p><h3>Robustness testing<\/h3><p>Testing under noise, shift, missing inputs and edge cases.<\/p><p>We design and operate.<\/p><p>ISO\/IEC TR 24029-1 \u00b7 ISO\/IEC 24029-2 (robustness of neural networks)<\/p><\/article> <\/section> <section><p><b>02<\/b>Architecture<\/p> <h2>Where it sits, and what it speaks.<\/h2> <p>Physical AI draws on 4 domains and 32 layers of the spectrum; the highlighted layers carry this area. It speaks 3 of the protocol&#8217;s 8 core functions.<\/p> <p>Edge inference, model serving and optimisation<\/p><p>10<\/p> <p>Foundation models for Earth observation and geospatial<\/p><p>9<\/p> <p>Time-series and sensor AI<\/p><p>8<\/p> <p>Multimodal fusion and agentic operations<\/p><p>7<\/p> <p>Federated and privacy-preserving learning<\/p><p>7<\/p> <p>Physical AI and robotics (within red lines)<\/p><p>7<\/p> <p>MLOps<\/p><p>7<\/p> <p>Evaluation, model risk and AI governance<\/p><p>10<\/p> <p>O-RAN architecture and open interfaces<\/p><p>7<\/p> <p>Fronthaul (7.2x split) and transport<\/p><p>8<\/p> <p>RAN intelligent controllers, xApps and rApps<\/p><p>8<\/p> <p>SMO, O-Cloud and accelerated L1<\/p><p>8<\/p> <p>AI-RAN: shared accelerated infrastructure<\/p><p>7<\/p> <p>AI\/ML in the air interface and network management<\/p><p>8<\/p> <p>Energy saving and efficiency<\/p><p>6<\/p> <p>Testing, integration and security<\/p><p>8<\/p> <p>01<b>Join<\/b>Identity, attestation quote, signed policy.<\/p><p>02<b>Admit<\/b>Admitted for a stated scope, nothing wider.<\/p><p>03<b>Describe<\/b>What, where, how and by whom, with calibration.<\/p><p>04<b>Time<\/b>One clock across the grid, with its error bound.<\/p><p>05<b>Observe<\/b>Every value with quality and provenance.<\/p><p>06<b>Qualify<\/b>Tested against the specification, state on record.<\/p><p>07<b>Federate<\/b>Signed exchange across grids and trust domains.<\/p><p>08<b>Orchestrate<\/b>Software and configuration by signed plan.<\/p> <\/section> <section><p><b>03<\/b>On the grid<\/p> <h2>Every site joins one observing grid.<\/h2><p>The open networks on the grid today, over real relief and the geodesic cells we count them into, filtered to the space domain this area serves. A site built here enrols into the same grid.<\/p> <\/section> <section><p><b>04<\/b>In the field<\/p> <h2>Where this runs, sector by sector.<\/h2> <p>3 deployment scenarios from the sector research that rely on physical ai.<\/p> <a href=\"\/sectors\/scientific\/\">Scientific <h3>Research-infrastructure gap-filling nodes<\/h3>Observatory-as-a-service for research infrastructures that must extend coverage under their own quality rules.<\/a><a href=\"\/sectors\/transport\/\">Transport <h3>Non-federal automated weather observing for small airports<\/h3>Aviation-grade stations under the civil-aviation authority&#8217;s advisory circular; pricing not researched.<\/a><a href=\"\/sectors\/defence-adjacent\/\">Defence-adjacent (civil dual-use) <h3>Research and development route through the defence science programme<\/h3>A science-and-technology programme on all-domain situational awareness.<\/a> <\/section> <section><p><b>05<\/b>Open and enterprise<\/p> <h2>Open by default. Enterprise by contract.<\/h2> <p>The open counterpart lives on the main site for anyone to read and run. The enterprise service is designed, deployed and operated with you, under contract.<\/p> <p>Open, on the main site<\/p><ul><li>Benchmark methods<\/li><li>Pilot reports, published either way<\/li><\/ul><p>Enterprise, on this site<\/p><ul><li>Research pilots<\/li><li>Prototype engineering<\/li><\/ul> <\/section> <section><p><b>06<\/b>The rest of the line<\/p> <h2>Frontier labs, area by area.<\/h2> <a href=\"\/labs\/pilots\/\">Frontier labs <h3>Pilots<\/h3>New technology, a real site, a written plan.<\/a><a href=\"\/labs\/benchmarks\/\">Frontier labs <h3>Benchmarks<\/h3>Open data, one method, comparable results.<\/a><a href=\"\/labs\/ai-ran-and-6g\/\">Frontier labs <h3>AI-RAN and 6G<\/h3>Sensing and communication on shared compute.<\/a><a href=\"\/labs\/space-and-ntn\/\">Frontier labs <h3>Space and NTN<\/h3>Direct-to-device and new payloads, tested.<\/a><a href=\"\/labs\/into-the-product\/\">Frontier labs <h3>Into the product<\/h3>From a result to a qualified release.<\/a> <\/section> <section><h2>Bring us the site.<\/h2><p>Survey, design, deployment and operation for physical ai. The form names who receives your details.<\/p> <a href=\"\/contact\/\">Talk to us<\/a><a href=\"mailto:contact@observatory.global?subject=Frontier%20labs%3A%20Physical%20AI\">contact@observatory.global<\/a> <\/section> <\/main> <footer><p><a href=\"\/\">Nexus Observatory<\/a><b>Frontier labs<\/b>. The frontier, taken into the field.<a href=\"\/contact\/\">Talk to us<\/a><\/p><p>Frontier labs<\/p><ul><li><a href=\"\/labs\/pilots\/\">Pilots<\/a><\/li><li><a href=\"\/labs\/benchmarks\/\">Benchmarks<\/a><\/li><li><a href=\"\/labs\/ai-ran-and-6g\/\">AI-RAN and 6G<\/a><\/li><li><a href=\"\/labs\/space-and-ntn\/\">Space and NTN<\/a><\/li><li><a href=\"\/labs\/physical-ai\/\">Physical AI<\/a><\/li><li><a href=\"\/labs\/into-the-product\/\">Into the product<\/a><\/li><\/ul><p>Technologies<\/p><ul><li><a href=\"\/technologies\/ai\/edge-inference-model-serving-and-optimisation\/\">Edge inference, model serving and optimisation<\/a><\/li><li><a href=\"\/technologies\/ai\/foundation-models-for-earth-observation-and-geospatial\/\">Foundation models for Earth observation and geospatial<\/a><\/li><li><a href=\"\/technologies\/airan\/o-ran-architecture-and-open-interfaces\/\">O-RAN architecture and open interfaces<\/a><\/li><li><a href=\"\/technologies\/airan\/fronthaul-7-2x-split-and-transport\/\">Fronthaul (7.2x split) and transport<\/a><\/li><li><a href=\"\/technologies\/satellite\/orbits-and-constellations\/\">Orbits and constellations<\/a><\/li><li><a href=\"\/technologies\/satellite\/spacecraft-buses-and-platforms\/\">Spacecraft buses and platforms<\/a><\/li><li><a href=\"\/technologies\/ran\/macro-small-cells-das-and-repeaters\/\">Macro, small cells, DAS and repeaters<\/a><\/li><\/ul><p>Industries<\/p><ul><li><a href=\"\/industries\/climate\/\">Climate<\/a><\/li><li><a href=\"\/industries\/research\/\">Research<\/a><\/li><li><a href=\"\/industries\/education\/\">Education<\/a><\/li><\/ul><p>Service platforms<\/p><ul><li><a href=\"\/protocol\/\">Observatory Protocol<\/a><\/li><li><a href=\"\/grid-services\/\">Protocol &amp; Grid<\/a><\/li><li><a href=\"\/software\/\">Software<\/a><\/li><li><a href=\"\/hardware\/\">Hardware &amp; power<\/a><\/li><li><a href=\"\/sensors\/\">Sensors &amp; instruments<\/a><\/li><li><a href=\"\/connectivity\/\">Connectivity<\/a><\/li><li><a href=\"\/edge-ai\/\">Edge compute &amp; AI<\/a><\/li><\/ul> <p>\u00a9 2026 Nexus Observatory Inc.<\/p><nav aria-label=\"Legal\"><a href=\"\/legal\/privacy\/\">Privacy<\/a><a href=\"\/legal\/terms\/\">Terms<\/a><a href=\"\/legal\/accessibility\/\">Accessibility<\/a><a href=\"\/privacy-choices\/\">Cookie settings<\/a><a href=\"\/credits\/\">Data credits<\/a><\/nav> <\/footer>\n<\/div><!--\/nxo-ssr--><main id=\"main\">\n<section class=\"th tsub\" id=\"hero\">\n  <div class=\"w\"><div class=\"copy\">\n    <div class=\"crumb\" id=\"crumb\"><\/div>\n    <h1 id=\"h1\">Drones and robots, inside published red lines.<\/h1>\n    <p class=\"lede\" id=\"lede\">Physical AI, inside Frontier labs: drones for site survey and sensor placement, inspection robots for sites and facilities, collaborative robots, functional safety of AI-enabled machines and more. Every item is traced to its specification, from Canadian Aviation Regulations Part IX (RPAS) to ASTM F3411 (remote ID), and runs on the open Observatory Protocol.<\/p>\n    <div class=\"cta\" id=\"cta\"><\/div>\n    <dl class=\"facts\" id=\"facts\"><\/dl>\n  <\/div><\/div>\n  <p class=\"cap\" id=\"cap\"><\/p>\n<\/section>\n<section class=\"s\" id=\"what\"><div class=\"w\">\n  <div class=\"ch-n\"><b>01<\/b><i><\/i>What it is<\/div>\n  <h2 id=\"wh\"><\/h2><p class=\"sub\" id=\"ws\"><\/p>\n  <div class=\"g3\" id=\"items\"><\/div>\n<\/div><\/section>\n<section class=\"s\" id=\"arch\"><div class=\"w\">\n  <div class=\"ch-n\"><b>02<\/b><i><\/i>Architecture<\/div>\n  <h2>Where it sits, and what it speaks.<\/h2>\n  <p class=\"sub\" id=\"as\"><\/p>\n  <div class=\"lay\"><div class=\"stack\" id=\"stack\" aria-label=\"Layers\"><\/div><div><div class=\"fnrow\" id=\"fns\"><\/div><\/div><\/div>\n<\/div><\/section>\n<section class=\"s\" id=\"grid\"><div class=\"w\">\n  <div class=\"ch-n\"><b>03<\/b><i><\/i>On the grid<\/div>\n  <h2 id=\"gh\"><\/h2><p class=\"sub\" id=\"gs\"><\/p>\n  <div id=\"gv\"><\/div>\n<\/div><\/section>\n<section class=\"s\" id=\"sectors\"><div class=\"w\">\n  <div class=\"ch-n\"><b>04<\/b><i><\/i>In the field<\/div>\n  <h2>Where this runs, sector by sector.<\/h2>\n  <p class=\"sub\" id=\"ss\"><\/p>\n  <div class=\"g3\" id=\"scn\"><\/div>\n  <div id=\"nsw\" hidden><h3 class=\"nsh\" style=\"margin-top:32px\">Network scenes, computed in the place.<\/h3><p class=\"sub\" id=\"nss\"><\/p><div class=\"g3\" id=\"nsc\"><\/div><\/div>\n<\/div><\/section>\n<section class=\"s\" id=\"open\"><div class=\"w\">\n  <div class=\"ch-n\"><b>05<\/b><i><\/i>Open and enterprise<\/div>\n  <h2>Open by default. Enterprise by contract.<\/h2>\n  <p class=\"sub\">The open counterpart lives on the main site for anyone to read and run. The enterprise service is designed, deployed and operated with you, under contract.<\/p>\n  <div class=\"two\"><div><span class=\"eyebrow\">Open, on the main site<\/span><ul id=\"op\"><\/ul><\/div><div><span class=\"eyebrow\">Enterprise, on this site<\/span><ul id=\"en\"><\/ul><\/div><\/div>\n<\/div><\/section>\n<section class=\"s\" id=\"more\"><div class=\"w\">\n  <div class=\"ch-n\"><b>06<\/b><i><\/i>The rest of the line<\/div>\n  <h2 id=\"mh\"><\/h2>\n  <div class=\"g3\" id=\"sib\"><\/div>\n<\/div><\/section>\n<section class=\"s\" id=\"contact\" style=\"border-bottom:0\"><div class=\"w\"><div class=\"contact\"><div><h2>Bring us the site.<\/h2><p id=\"sell\"><\/p><\/div><div class=\"cta\"><a class=\"btn\" data-variant=\"primary\" data-size=\"lg\" href=\"\/contact\/\">Talk to us<\/a><a class=\"btn\" data-variant=\"secondary\" data-size=\"lg\" id=\"mail\"><\/a><\/div><\/div><\/div><\/section>\n<\/main><noscript><nav class=\"nxo-related\" aria-labelledby=\"nxo-related-h\"><div class=\"w\"><p class=\"eyebrow\">Across the network<\/p><h2 id=\"nxo-related-h\">Related on Nexus Observatory<\/h2><div class=\"nxo-related-g\"><section><h3>Frontier labs<\/h3><ul><li><a href=\"\/labs\/\">Frontier labs overview<\/a><\/li><li><a href=\"\/labs\/pilots\/\">Pilots<\/a><\/li><li><a href=\"\/labs\/benchmarks\/\">Benchmarks<\/a><\/li><li><a href=\"\/labs\/ai-ran-and-6g\/\">AI-RAN and 6G<\/a><\/li><li><a href=\"\/labs\/space-and-ntn\/\">Space and NTN<\/a><\/li><li><a href=\"\/labs\/into-the-product\/\">Into the product<\/a><\/li><\/ul><\/section><section><h3>Industries served<\/h3><ul><li><a href=\"\/industries\/climate\/\">Climate and atmosphere<\/a><\/li><li><a href=\"\/industries\/research\/\">Science and research<\/a><\/li><li><a href=\"\/industries\/education\/\">Education and skills<\/a><\/li><\/ul><\/section><section><h3>Technology domains<\/h3><ul><li><a href=\"\/technologies\/ai\/\">AI systems<\/a><\/li><li><a href=\"\/technologies\/airan\/\">AI-RAN and Open RAN<\/a><\/li><li><a href=\"\/technologies\/satellite\/\">Satellite and space systems<\/a><\/li><li><a href=\"\/technologies\/ran\/\">5G and 6G radio access networks<\/a><\/li><\/ul><\/section><section><h3>Related platforms<\/h3><ul><li><a href=\"\/protocol\/\">Observatory Protocol<\/a><\/li><li><a href=\"\/connectivity\/\">Connectivity<\/a><\/li><li><a href=\"\/space\/\">Space and satellite systems<\/a><\/li><li><a href=\"\/digital-twins\/\">Digital twins and simulation<\/a><\/li><li><a href=\"\/technologies\/\">Test and qualification<\/a><\/li><li><a href=\"\/edge-ai\/\">Edge compute &amp; AI<\/a><\/li><li><a href=\"\/field-services\/\">Field services<\/a><\/li><li><a href=\"\/data-products\/\">Data &amp; licensing<\/a><\/li><li><a href=\"\/hardware\/\">Hardware &amp; power<\/a><\/li><\/ul><\/section><\/div><\/div><\/nav><footer class=\"legal\"><div class=\"w\"><div>\u00a9 2026 Nexus Observatory Inc.<\/div><div><b>Legal<\/b><br><a href=\"https:\/\/observatory.global\/legal\/privacy\/\">Privacy notice<\/a> \u00b7 <a href=\"https:\/\/observatory.global\/legal\/terms\/\">Terms of use<\/a> \u00b7 <a href=\"https:\/\/observatory.global\/legal\/cookies\/\">Cookie policy<\/a> \u00b7 <a href=\"https:\/\/observatory.global\/legal\/accessibility\/\">Accessibility<\/a> \u00b7 <a href=\"https:\/\/observatory.global\/official-languages\/\">Official languages<\/a> \u00b7 <a href=\"https:\/\/observatory.global\/notices\/\">Notices<\/a><\/div><div><b>Company<\/b><br><a href=\"https:\/\/observatory.global\/about\/\">About<\/a> \u00b7 <a href=\"https:\/\/observatory.global\/consortium\/\">Stewardship<\/a> \u00b7 <a href=\"https:\/\/observatory.global\/contact\/\">Contact<\/a><\/div><\/div><\/footer><\/noscript><\/div>\n<script type=\"application\/json\" id=\"nxo-config\">{\"base\":\"https:\/\/observatory.global\/wp-content\/plugins\/nexus-observatory-pages\/assets\/bundle\/d0c6e698a0a7\/\",\"search\":\"?l=labs\\u0026r=physical-ai\",\"view\":\"area\",\"links\":{\"$comment\":\"Network link map with the industry sites as main-site hubs (docs\/28 option): industry pages under \/industries\/{id}\/, platforms on their subsites. 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