# CodeNinja Atoms > The cumulative dataset of every design (designs, objects, models, costs, full text): https://huggingface.co/datasets/CodeNinjatools/vertical-driven-architectures > Open reference architectures for sovereign AI in physical operations: designs an operator can run on its own hardware, under open-weight licences, with no data leaving the country. CC BY 4.0. ## Products - [Praxis](https://codeatoms.ai/praxis/): CodeNinja's platform for designing physical AI systems. Every design below was reasoned on Praxis. Beta, access by request. - [Hyper Ontology](https://codeatoms.ai/hyper-ontology/): CodeNinja's ontology platform. It imports the object models Praxis designs (format hyper-ontology/1) and stands them up as a living ontology over the operator's own systems. Beta, access by request. ## For agents - [MCP server](https://github.com/muhammadumar89/codeninja-research/tree/main/mcp-server): codeninja-research-mcp exposes list_designs, get_design, read_paper and find over every design. ## Methods - [From Reference Architecture to Living Ontology: the hyper-ontology/1 Package and Hyper Ontology](https://codeatoms.ai/ontology-method/): How a Praxis design's object model is packaged as hyper-ontology/1, what seven published packages contain, how to load and convert them, and how Hyper Ontology stands a package up as a living system over an operator's own systems of record. DOI 10.5281/zenodo.23132104. - [How Praxis Designs Physical AI Systems: Method and Evidence from Seven Reference Architectures](https://codeatoms.ai/praxis-method/): The method behind the Vertical-Driven Architectures series: how Praxis turns an operator's requirement into a complete physical AI system design through eight reasoning lenses, and what seven published designs show about it. DOI 10.5281/zenodo.23132102. ## Papers - [Field Ledger: An Open Source Agriculture Data Dashboard the Operator Fully Owns](https://codeatoms.ai/farm-data-dashboard-pakistan/): An open reference architecture for an ontology-anchored, open-source agriculture data dashboard for an agriculture and earth observation operator in Pakistan: site sensor feeds, historical datasets and a big data and analytics repository joined into a twelve-object model in PostgreSQL with PostGIS on the operator's own servers, handed over with source code and full intellectual property. DOI 10.5281/zenodo.23186671. - [Object model as JSON](https://codeatoms.ai/farm-data-dashboard-pakistan/ontology/objects.json) - [Fodder Watch: Earth Observation That Turns Restricted-Crop Detections Into Enforceable Case Files](https://codeatoms.ai/restricted-crop-monitoring-saudi-arabia/): An open reference architecture for an 18-month sovereign earth observation service that screens every parcel for restricted green fodder and unlicensed cultivation for an agriculture and earth observation operator in Saudi Arabia: eight source systems, a fourteen-object ontology, and two open-weight models on one 48 GB inference node inside the Kingdom, with every case verified by a named inspector. DOI 10.5281/zenodo.23186675. - [Object model as JSON](https://codeatoms.ai/restricted-crop-monitoring-saudi-arabia/ontology/objects.json) - [Baseline: One Flight of 4 Band Orthoimagery and LiDAR for Vegetation Mapping](https://codeatoms.ai/vegetation-mapping-lidar-us/): An open reference architecture for a one-flight acquisition of 3-inch 4-band orthoimagery and USGS Quality Level 1 LiDAR over the site of an agriculture and earth observation operator in the United States, with every deliverable bound into a sixteen-object site ontology the operator's staff analyze in their own GIS. DOI 10.5281/zenodo.23186673. - [Object model as JSON](https://codeatoms.ai/vegetation-mapping-lidar-us/ontology/objects.json) - [Grid Context Watch: One system of context for OT Security and NERC CIP Evidence](https://codeatoms.ai/ot-security-cip-evidence-us/): An open reference architecture for operational technology security monitoring and NERC CIP evidence at an energy and utilities operator in the United States: ten source systems read one way out of the control networks into a fourteen-object ontology, with a frontier model and an embedding model on the operator's own hardware. DOI 10.5281/zenodo.23157957. - [Object model as JSON](https://codeatoms.ai/ot-security-cip-evidence-us/ontology/objects.json) - [Reliability Atlas: A Plant Reliability Assessment Study the Operator Can Audit](https://codeatoms.ai/plant-reliability-assessment-saudi-arabia/): An open reference architecture for a records-based reliability and availability assessment across the desalination and treatment plants of an energy and utilities operator in Saudi Arabia: three record sources joined into a thirteen-object reliability model the operator owns, auditable to ISO 55000, with no model to serve and no hardware to buy. DOI 10.5281/zenodo.23157965. - [Object model as JSON](https://codeatoms.ai/plant-reliability-assessment-saudi-arabia/ontology/objects.json) - [Loop Integrity Watch: Ending Distorted Radar Level Readings and Tank-to-Tank Swapping Across the Tank Farm](https://codeatoms.ai/tank-gauge-integrity-pakistan/): An open reference architecture that restores continuous, undistorted radar tank gauge readings from thirteen fuel tanks at an oil and gas operator in Pakistan: three booster installations engineered from a signal survey on three Modbus loops, and a governed fifteen-object inventory ontology on the operator's own server that detects distortion and swapping. DOI 10.5281/zenodo.23157967. - [Object model as JSON](https://codeatoms.ai/tank-gauge-integrity-pakistan/ontology/objects.json) - [Factory Fire Watch: Read-Only Smart Fire Protection Monitoring for Every High-Risk Factory](https://codeatoms.ai/factory-fire-monitoring-saudi-arabia/): An open reference architecture for read-only fire protection monitoring across high-risk factories in industrial cities in Saudi Arabia: fire alarm panels, fire pumps, fire water tanks and energy meters read through LoRaWAN and contacts into an IoT platform hosted in Saudi Arabia, a fourteen-object ontology, a CPU-only forecaster, and never a write path into life-safety equipment. DOI 10.5281/zenodo.23126565. - [Object model as JSON](https://codeatoms.ai/factory-fire-monitoring-saudi-arabia/ontology/objects.json) - [Port Twin: One Governed Digital Twin for Every Asset, Feed and Dollar](https://codeatoms.ai/port-digital-twin-us/): An open reference architecture for a port-owned digital twin at a landlord port authority in the United States: eight operational systems, five live sensor feeds and one finance backbone bound into a thirteen-object ontology on the port's own virtual machines inside the continental United States, with one self-hosted embedding model and no equipment to buy. DOI 10.5281/zenodo.23126431. - [Object model as JSON](https://codeatoms.ai/port-digital-twin-us/ontology/objects.json) - [Steel Count Ledger: Independently Counted Production for Every Steel Mill in Pakistan](https://codeatoms.ai/steel-production-count-pakistan/): An open reference architecture for independent production counting at steel melting and re-rolling mills in Pakistan: cameras and GPU industrial PCs at every installation point count billets, ingots, rebars and girders, publish into one operator-owned record, and let revenue officers reconcile counted against declared production, with a fourteen-object ontology, a frontier model behind an export licence checkpoint, and a three-year cost comparison. DOI 10.5281/zenodo.23126563. - [Object model as JSON](https://codeatoms.ai/steel-production-count-pakistan/ontology/objects.json) - [Structure Phase Watch: Live Production, Crane and Delivery Evidence for Every Pour on a Construction Site](https://codeatoms.ai/structure-phase-construction-saudi-arabia/): An open reference architecture for forecasting schedule slips three days out and seeing crane, delivery and safety evidence live on a construction site in Saudi Arabia: twelve source systems, a fifteen-object ontology, solar powered edge vision, a frontier model on hardware inside the Kingdom, and a three-year cost comparison against cloud. DOI 10.5281/zenodo.23126448. - [Object model as JSON](https://codeatoms.ai/structure-phase-construction-saudi-arabia/ontology/objects.json) - [Sovereign HSE Watch: A Reference Architecture for Predictive Health, Safety and Environment Intelligence in Pakistan's Oil and Gas Operations](https://codeatoms.ai/sovereign-hse-pakistan/): An open reference architecture for a sovereign, air-gapped HSE platform for an oil and gas operator in Pakistan: eight source systems, a twelve-object ontology, six self-hosted open-weight models on one GPU node, and a three-year cost comparison against cloud. DOI 10.5281/zenodo.23119714. - [Object model as JSON](https://codeatoms.ai/sovereign-hse-pakistan/ontology/objects.json) - [Terminal Pulse: Predicted Truck Turn Time and Live Yard Sight for a Container Terminal](https://codeatoms.ai/truck-turn-container-terminal-us/): An open reference architecture for predicting truck turn time two hours out and seeing yard congestion live at a container terminal in the United States: eleven source systems, a twelve-object ontology, edge vision at the yard and gate, a frontier model on the operator's own hardware, and a three-year cost comparison against cloud. DOI 10.5281/zenodo.23159331. - [Object model as JSON](https://codeatoms.ai/truck-turn-container-terminal-us/ontology/objects.json) - [Feeder Firewatch: Live Ignition and Outage Risk for Every Distribution Feeder](https://codeatoms.ai/wildfire-risk-distribution-us/): An open reference architecture for live wildfire ignition and outage risk at an electric distribution cooperative in the United States: twelve source systems, a fourteen-object ontology, self-hosted open-weight models on the cooperative's own hardware, every de-energisation approved by a named operator, and a three-year cost comparison against cloud. DOI 10.5281/zenodo.23159328. - [Object model as JSON](https://codeatoms.ai/wildfire-risk-distribution-us/ontology/objects.json)