Oct 2026· Zenodo (CERN European Organization for Nuclear Research)
Digital Transformation in Industry
Abstract
An open reference architecture by CodeNinja Atoms for system design in physical AI, in aviation and aerospace manufacturing, written for an aircraft maintenance, repair and overhaul facility in the United States. A vendor-independent dieless robotic sheet metal cell: dual-arm synchronized forming with generic interchangeable styli, an offline CAD-to-path and springback compensation stack the facility owns outright, in-process metrology closing the dimensional loop, and a fourteen-object Asset Administration Shell record per serialized part that joins blank certificate, toolpath release, scans, force traces and nonconformance evidence. Two Apache-2.0 models (Anomalib 2.7.0, Chronos-Bolt) run on a fanless cell edge computer; an eight-card 48 GB PCIe inference server in the facility holds the registered models behind a hardware data diode; the certified safety function admits no software verdict. Three phases with a written kill criterion on sacrificial blanks before any flight part. Appendix A prices the compute and sensing classes from cited public list prices against renting eight L40S cards. Canonical page: https://codeatoms.ai/dieless-sheet-metal-cell-aerospace-mro-us/. The object model (hyper-ontology/1) and the model register are included. The operator is described by class, never by name. Designed on CodeNinja Praxis, the CodeNinja Atoms platform for designing physical AI systems.
This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.
P. Abrahamsson, O. Salo, Jussi Ronkainen et al.· arXiv.org· 727 citations· ⚡54
The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
M. Pikkarainen, Jukka Haikara, O. Salo et al.· Empirical Software Engineeri...· 401 citations· ⚡48
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al.· Information and Software Tec...· 394 citations· ⚡54
The perception of the impact of agile methods is predominantly positive, and several challenge areas were discovered, but based on this study, agile methods are here to stay.
M. Laanti, O. Salo, P. Abrahamsson· Information and Software Tec...· 260 citations· ⚡20
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