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The engineering of reliable and trustworthy AI systems needs to mature. While facing unprecedented challenges, there is much to be learned from other engineering disciplines. We focus on the five pillars of (i) Models & Explanations, (ii) Causality & Grounding, (iii) Modularity & Compositionality, (iv) Human Agency & Oversight, and (v) Maturity Models. Based on these pillars, a new AI engineering discipline might emerge, which we aim to support using corresponding methods and tools for ‘Trust by Design’. A use case concerning mobility and energy consumption in an urban context is discussed.
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