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current management is reactive (acting only after incidents emerge), PROSAFE-TWIN identifies high-risk segments in advance. It transforms the Safe System Approach into an operational reality, providing road
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curation workflows, or handling noisy, imperfectly labelled historical data. *Practical knowledge of software engineering best practices, containerised deployment, or scalable data architectures
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