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A ‘journey to trust?’ Machine learning, faith, and the discourse of ‘trusted’ autonomous systems

Bianca Baggiarini, Natalia Jevlgevskaja, Christine Boshuijzen-van Burken
June 18, 2026
Published Date

Research Abstract & Technology Focus

While societal trust is eroding, military power is consolidating itself in the desire to perfect AI-enabled technology with the view towards greater ‘trusted’ autonomy. Much of the international community agrees that autonomous weapons systems must be trusted, should they satisfy ethical and legal requirements. To this end, numerous AI ethics and legal principles have been drafted to help assure autonomous systems development. However, drawing on assemblage theory and discourse analysis, we shift the focus away from whether trust in autonomous systems is possible vis-a-vis ethical and legal principles. Instead, we examine the performative role that trust plays. Specifically, we confront the discourse of ‘trusted’ autonomy to question the meaning of so-called trusted autonomous systems, particularly since, as we claim, machine learning algorithms agitate and undermine trust. We argue that trust is underpinned by an under-acknowledged concept deeply tied to militarization: faith. We claim that what is actually meant in the trusted autonomy discourse, and which remains a tacit question to the public in the rhetoric, is not to simply have trust in autonomous systems, but to have faith. Faith commitments to military technology development reveal that belief in trusted autonomy and the drive towards militarization reinforce each other. We aim, therefore, to make explicit the often-implicit power relations that go into the making of trusted autonomous systems discourse.
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What is the core focus of the research titled 'A ‘journey to trust?’ Machine learning, faith, and the discourse of ‘trusted’ autonomous systems'?

This literature focuses on: While societal trust is eroding, military power is consolidating itself in the desire to perfect AI-enabled technology with the view towards greater ‘trusted’ autonomy. Much of the international community agrees that autonomous weapons systems mus...

What other academic literature is closely related to 'A ‘journey to trust?’ Machine learning, faith, and the discourse of ‘trusted’ autonomous systems'?

Yes, highly correlated activity was mapped. An entry titled 'Developing trustworthy artificial intelligence: insights from research on interpersonal, human-automation, and human-AI trust' discusses this: The rapid advancement of artificial intelligence (AI) has impacted society in many aspects. Alongside this progress, concerns such as privacy viola...

Are there commercial applications of 'A ‘journey to trust?’ Machine learning, faith, and the discourse of ‘trusted’ autonomous systems' in market news publications?

Yes, highly correlated activity was mapped. An entry titled 'Continual-learning' discusses this: AI is increasingly integrated into enterprise compliance, risk, and cybersecurity functions, addressing new regulatory and governance challenges. C...

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