Transparency
Claims about AI capabilities and risks should distinguish evidence, uncertainty and speculation. Metaphors should not substitute for explanations of how systems work and where their limitations lie.
AI governance & regulation IWIB4AI session Needs review
Grounding AI governance in evidence and digital rights rather than hype, metaphors and geopolitical competition.
Draft – legal and case law references not yet verified
This use case examines how hype, metaphors and framing influence AI governance globally. Treating AI as an autonomous, almost supernatural force rather than as tools developed and deployed by people can obscure responsibility and distort policy priorities. A grounded approach evaluates concrete capabilities, uses and impacts while keeping digital rights central.
Policymakers must distinguish demonstrated capabilities and harms from speculative promises and threats. Narratives of inevitable progress or geopolitical competition can crowd out scrutiny of who benefits, who bears risks and which safeguards are justified.
Claims about AI capabilities and risks should distinguish evidence, uncertainty and speculation. Metaphors should not substitute for explanations of how systems work and where their limitations lie.
Presenting AI as an independent actor can conceal decisions made by developers, deployers and public authorities. Governance should identify the people and organisations responsible for system design, deployment and resulting impacts.
AI policy should remain open to public scrutiny rather than being framed as an unavoidable response to technological destiny or geopolitical rivalry. Affected communities need meaningful opportunities to challenge policy assumptions and priorities.
Treating AI as a tool supports human authority over whether and how it is used. Oversight should include the ability to question outputs, change deployment conditions and discontinue uses whose risks cannot be adequately addressed.
| Framework | Provision | Relevance |
|---|---|---|
| EU AI Act | Art. 1(1) | The Act's stated purpose combines human-centric, trustworthy AI and innovation with protection of health, safety and fundamental rights, providing a legal anchor beyond hype-driven policy narratives. |
| EU AI Act | Art. 9 | For high-risk AI systems, the risk-management requirements ground governance in identifying, evaluating and mitigating risks throughout the lifecycle rather than relying on broad claims about AI. |
| EU Charter of Fundamental Rights | Arts. 51(1) and 52(1) | Within the Charter's scope, limitations on protected rights must satisfy legality, respect for their essence and proportionality, so geopolitical or innovation narratives alone cannot justify restrictions. |
Moffatt v Air Canada (opens in a new tab)
Holding an airline responsible for its chatbot’s misinformation counters narratives of AI as an independent actor and anchors governance in concrete organisational responsibility.
AI Tools, Not Gods: Rethinking AI Governance Beyond the Hype