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Can AI be a tool to advance Positive Safety?

Blogpost for the AI-MAPS project by Majsa Storbeck

What does "safety" mean to you? The answer likely depends on your background, language, and historical context. Etymologically, security stems from the Latin securitas鈥攃辞尘产颈苍颈苍驳&苍产蝉辫;se (without) and cura (care)鈥攐riginally evoking a sense of inner peace and freedom from worry (Arends, 2018). But by the 17th century, Thomas Hobbes reshaped the concept into something darker: a fragile shield against a chaotic world  life was "nasty, brutish, and short"鈥攁 constant struggle for survival due to human selfishness and competition.

The Shifting Meaning of Safety

From there, thinkers like Locke, Bentham, and Mill tied security to the state鈥檚 role in maintaining order, cementing its modern association with law enforcement and threat prevention (Zedner, 2009). Today, much of safety discourse remains trapped in this Hobbesian mindset鈥攆ramed as the absence of danger rather than the presence of well-being.

The Problem with "Negative Safety"

For decades, security and safety has been viewed through a lens of suspicion and control. Scholars critique "securitization"鈥攖he process of framing issues as existential threats to justify extreme measures (Bigo, 2002; Buzan et al., 1998). This approach thrives on binaries: us vs. themsafe vs. unsafeorder vs. chaos.

But this mindset has limits:

  • It assumes humans are inherently aggressive, requiring top-down control.
  • It fuels fear-based policies, from mass surveillance to predictive policing.
  • Despite declining crime rates, people feel less secure (Schuilenburg & van Steden, 2014)

Even AI-powered tools鈥攆acial recognition, predictive algorithms鈥攁re often deployed in ways that reinforce this negative paradigm, focusing on "combating," "controlling," and "punishing" (Schuilenburg et al., 2017). But what if safety could be about more than just preventing harm?

Introducing Positive Safety

A growing movement of scholars is flipping the script. Instead of asking, "How do we eliminate threats?" they ask, "What conditions enable people to feel safe?"

Positive Safety reimagines safety as:

  • A dynamic relationship鈥攏ot just state protection, but mutual care (McSweeney, 1999)
  • Rooted in trust and belonging鈥攑rioritizing social cohesion over surveillance (Schuilenburg & van Steden, 2014).
  • Empowering communities鈥攂ottom-up solutions that leverage local networks (Gj酶rv, 2012)

This shift aligns with the UN鈥檚 human security framework, emphasizing the root conditions of well-being (Paris, 2001)

The Untapped Potential of AI for Positive Safety

Most AI applications in public safety today reinforce old paradigms鈥攑redicting crime, monitoring crowds, flagging "risky" individuals. But what if AI could instead:

  • Strengthen community trust?
  • Enhance social support networks?
  • Foster inclusive participation in safety measures?

At AI-MAPS, we鈥檙e exploring exactly that. How do you envision "positive safety"?

Sources

Arends, J. F. M. (2018). 鈥楩rom Homer to Hobbes and Beyond 鈥 Aspects of 鈥淪ecurity鈥 in the European Tradition鈥. In H. G. Brauch, Globalization and Environmental Challenges. Reconceptualizing Security in the 21st Century (pp. 263鈥277). Springer.

Bigo, D. (2002). Security and Immigration: Toward a Critique of the Governmentality of Unease. Alternatives: Global, Local, Political, 27(1_suppl), 63鈥92.

Buzan, B., W忙ver, O., & De Wilde, J. (1998). Security: A new framework for analysis. Lynne Rienner Publishers.

Gj酶rv. (2012). Security by any other name: Negative security, positive security, and a multi-actor security approach. Review of International Studies, 38(4), 835鈥849.

McSweeney, B. (1999). Security, identity, and interests: A sociology of international relations. Cambridge University Press.

Paris, R. (2001). Human Security: Paradigm Shift or Hot Air? International Security, 26(2), 87鈥102.

Schuilenburg, M., Schoenmakers, Y. M. M., & Zanten, J. (2017). Positieve veiligheid. Naar een nieuwe Rotterdamse veiligheidsstrategie. VU Amsterdam.

Schuilenburg, & van Steden, R. (2014). Positive security: A theoretical framework. In Positive Criminology: Reflections on Care, Belonging and Security. Eleven.

Zedner, L. (2009). Security. Routledge.

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