--- title: "Physical AI: Edge compute & AI | Nexus Observatory" description: "Physical AI, inside Edge compute & AI: drones for site survey and sensor placement, inspection robots for sites and facilities…" url: https://observatory.global/edge-ai/physical-ai/ publisher: Nexus Observatory Inc. updated: 2026-10-27 --- [Nexus Observatory](https://observatory.global/) / [Edge compute & AI](https://observatory.global/edge-ai/) / **Physical AI** # Drones and robots, inside published red lines. Physical AI, inside Edge compute & AI: 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. [Plan with us](https://observatory.global/contact/) Architecture [The protocol](https://observatory.global/protocol/specification/) **Technologies**: 9 **At the frontier**: 2 **Protocol functions**: 3 of 8 **Industries served**: 8 Reference design, drawn to scale · drag to turn · hover a part **01** What it is ## Physical AI and robotics (within red lines). 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. Compute placed where data is produced and decisions are needed: the device, far, near and regional edge tiers, multi-access edge computing, modular edge data centres including the AI tower in a box, servers and accelerators, storage, power and cooling, ruggedisation, fleet orchestration, OTA and GitOps, and the hardware trust that makes remote sites safe to run. Each technology below carries what it is, what we do with it, and the standard it is drawn against. AI systems ### Drones for site survey and sensor placement Uncrewed aircraft for tower inspection, terrain survey and placing or retrieving sensors under aviation rules. We design, integrate and operate. Canadian Aviation Regulations Part IX (RPAS) · ASTM F3411 (remote ID) · JARUS SORA AI systems ### Inspection robots for sites and facilities Ground robots that read gauges, scan thermals and check equipment in edge sites and plants. We design, integrate and operate. ISO 3691-4 (driverless industrial trucks) · ISO 13482 (personal care robots) AI systems ### Collaborative robots Robots working alongside people with force and speed limits. We design and integrate. ISO 10218-2 (industrial robot systems) · ISO/TS 15066 (collaborative robots) AI systems ### Functional safety of AI-enabled machines Safety lifecycle methods applied when learned components influence machine behaviour. We design and support. IEC 61508 · ISO 13849-1 · ISO/IEC TR 5469 **Frontier** · AI systems ### Simulation and sim-to-real transfer Training and testing robot behaviour in simulation, then validating on real hardware. We design and integrate. ISO/IEC 30173 (digital twin concepts) **Frontier** · AI systems ### Embodied foundation models Large models that map perception and instructions to robot actions, an active research area. We design. ISO/IEC TR 5469 AI systems ### Red lines: no weapons, targeting or unlawful tracking Physical AI work excludes weapons, target selection and tracking of people without lawful authority and consent. We design and operate. OECD AI Principles · UN Guiding Principles on Business and Human Rights Compute and edge ### AI tower in a box A site package that combines RAN, accelerated compute, storage, power, cooling and backhaul at a tower or remote site. We design, integrate, deploy, operate and maintain. EN 50600 (data centre facilities and infrastructures) · ETSI EN 300 019 (environmental conditions for telecom equipment) · O-RAN WG6 Cloud Architecture and Deployment Scenarios Compute and edge ### Prefabricated and containerised modules Factory-built enclosures and container data centres shipped and commissioned at site. We design, integrate and deploy. ISO 668 (freight container dimensions) · EN 50600 **02** Architecture ## Where it sits, and what it speaks. Physical AI draws on 2 domains and 16 layers of the spectrum; the highlighted layers carry this area. It speaks 3 of the protocol's 8 core functions. Edge tiers and multi-access edge computing 9 Modular edge data centres and the AI tower in a box 8 Servers and accelerators 8 Storage and edge data management 6 Cooling and ruggedisation 10 Kubernetes and fleet orchestration 8 OTA updates, GitOps and software supply chain 8 Confidential computing and hardware trust 8 Edge inference, model serving and optimisation 10 Foundation models for Earth observation and geospatial 9 Time-series and sensor AI 8 Multimodal fusion and agentic operations 7 Federated and privacy-preserving learning 7 Physical AI and robotics (within red lines) 7 MLOps 7 Evaluation, model risk and AI governance 10 01**Join** Identity, attestation quote, signed policy. 02**Admit** Admitted for a stated scope, nothing wider. 03**Describe** What, where, how and by whom, with calibration. 04**Time** One clock across the grid, with its error bound. 05**Observe** Every value with quality and provenance. 06**Qualify** Tested against the specification, state on record. 07**Federate** Signed exchange across grids and trust domains. 08**Orchestrate** Software and configuration by signed plan. **03** On the grid ## Every site joins one observing grid. The open networks on the grid today, over real relief and the geodesic cells we count them into. A site built here enrols into the same grid. **04** In the field ## Where this runs, sector by sector. 4 deployment scenarios from the sector research that rely on physical ai. [Government and public safety Wildfire camera network and fire-weather stationsCamera towers with edge inference and co-located fire-weather stations, utility- or agency-funded.](https://observatory.global/sectors/public-safety/) [Industrial Utility private LTE for the grid edgeDistribution automation, distributed-energy control and wildfire-risk weather on a dedicated band.](https://observatory.global/sectors/industrial/) [Agriculture Farm or cooperative agromet network with crop modelsCompact stations and soil probes feeding irrigation, disease and frost models.](https://observatory.global/sectors/agriculture/) [Energy Utility grid-edge private LTESee industrial.](https://observatory.global/sectors/energy/) **05** Open and enterprise ## Open by default. Enterprise by contract. 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. Open, on the main site - Class assumptions - Power and thermal methods Enterprise, on this site - MEC deployment - Edge AI sites **06** The rest of the line ## Edge compute & AI, area by area. [Edge compute & AI AI towerA modular edge data centre, delivered as one unit.](https://observatory.global/edge-ai/ai-tower/) [Edge compute & AI MECApplications one hop from the radio.](https://observatory.global/edge-ai/mec/) [Edge compute & AI Edge AIInference on the stream, not the archive.](https://observatory.global/edge-ai/edge-ai/) [Edge compute & AI Scientific computeRun the model where the data lands.](https://observatory.global/edge-ai/scientific-compute/) ## Bring us the site. Survey, design, deployment and operation for physical ai. The form names who receives your details. [Talk to us](https://observatory.global/contact/) [contact@observatory.global](mailto:contact@observatory.global?subject=Edge%20compute%20%26%20AI%3A%20Physical%20AI) [Nexus Observatory](https://observatory.global/)**Edge compute & AI** . Inference beside the instrument.[Talk to us](https://observatory.global/contact/) Edge compute & AI - [AI tower](https://observatory.global/edge-ai/ai-tower/) - [MEC](https://observatory.global/edge-ai/mec/) - [Edge AI](https://observatory.global/edge-ai/edge-ai/) - [Scientific compute](https://observatory.global/edge-ai/scientific-compute/) - [Physical AI](https://observatory.global/edge-ai/physical-ai/) Technologies - [Edge tiers and multi-access edge computing](https://observatory.global/technologies/edge/edge-tiers-and-multi-access-edge-computing/) - [Modular edge data centres and the AI tower in a box](https://observatory.global/technologies/edge/modular-edge-data-centres-and-the-ai-tower-in-a-box/) - [Edge inference, model serving and optimisation](https://observatory.global/technologies/ai/edge-inference-model-serving-and-optimisation/) - [Foundation models for Earth observation and geospatial](https://observatory.global/technologies/ai/foundation-models-for-earth-observation-and-geospatial/) Industries - [Public safety](https://observatory.global/sectors/public-safety/) - [Civil resilience](https://observatory.global/industries/) - [Nature](https://observatory.global/industries/) - [Oceans](https://observatory.global/industries/) - [Energy](https://observatory.global/sectors/energy/) - [Telecom](https://observatory.global/industries/) - [Transport](https://observatory.global/sectors/transport/) Service platforms - [Observatory Protocol](https://observatory.global/protocol/) - [Protocol & Grid](https://observatory.global/grid-services/) - [Software](https://observatory.global/software/) - [Hardware & power](https://observatory.global/hardware/) - [Sensors & instruments](https://observatory.global/sensors/) - [Connectivity](https://observatory.global/connectivity/) - [Earth observation & GeoAI](https://observatory.global/earth-observation/) © 2026 Nexus Observatory Inc. 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