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shifted away from what was once validated. The PhD addresses both. On the interaction side, it studies how an agent calibrates its own initiative so that it is helpful rather than intrusive, how it presents
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Luxembourgish energy utility, investigating how AI agents can be made reliable, explainable and governable in a regulated operational environment. As AI agents become ubiquitous inside an organisation's day-to
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