New research on workflow standardization will be presented at the European Conference on Networks and Communications (euCNC 2025) in Poznań from June 3-6. The paper titled “Transforming Mage AI Workflows into Standardized CWL and Python Pipelines” addresses critical challenges in AI operationalization.
Key Research Contributions
The study demonstrates a methodology for converting workflows from Mage AI, a popular open-source workflow manager, into production-ready formats:
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Common Workflow Language (CWL) specifications
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Optimized Python pipeline implementations
This approach enables organizations to maintain development agility while meeting enterprise requirements for:
• Reproducible execution
• Cross-platform compatibility
• Audit trail compliance
Applications in Cybersecurity
The INTACT project serves as a primary use case, where this transformation facilitates:
→ Rapid prototyping of threat detection models
→ Seamless transition from research to production
→ Standardized deployment of security workflows
Conference Context
euCNC has established itself as a premier European forum for advancements in:
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Next-generation networks (5G/6G)
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Network automation technologies
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AI/ML integration in communications systems
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Cybersecurity infrastructure
The presentation will occur during the conference’s emerging technologies track, sparking discussions about workflow standardization’s role in secure AI deployment.