# CodeNinja Atoms

CodeNinja Atoms publishes open reference architectures for AI in physical operations at [codeatoms.ai](https://codeatoms.ai/). Every design is sovereign: it runs on the operator's own hardware, under open weight licences, with no data leaving the country.

Each dataset in this organization is one design's object model (format hyper-ontology/1) and model register, free to reuse under CC BY 4.0. The cumulative dataset, [vertical-driven-architectures](https://huggingface.co/datasets/CodeNinjatools/vertical-driven-architectures), carries every design in five NDJSON files: designs, objects, models, costs and full text. Each Space is one paper's web edition.

Every design was reasoned on [CodeNinja Praxis](https://codeatoms.ai/praxis/), the platform for designing physical AI systems, and its object model imports into [Hyper Ontology](https://codeatoms.ai/hyper-ontology/), which turns it into a living system.

CodeNinja Atoms is the research and product unit of [CodeNinja](https://codeninjaconsulting.com/). Wikidata: [Q141718227](https://www.wikidata.org/wiki/Q141718227).