AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
TL;DR
This paper advances a layered ethics-stack perspective and argues that AI governance should be evaluated not only by the presence of principles, but also by the distribution of operational controls, positive commitments, and enforceable constraints across institutional layers.
The concept of partially open AI governance is developed, understood as a differentiated arrangement of access, disclosure, and oversight across distinct layers of AI systems, which offers a more realistic way of aligning innovation incentives with ethical and public objectives in the governance of large language model...
The rapid global deployment of artificial intelligence (AI) has created governance challenges relating to accountability, privacy, corporate oversight, and regulatory compliance. While the European Union (EU) Artificial Intelligence Act (AI Act) and the General Data Protection Regulation (GDPR) are often analysed separ...
This Policy and Practice Review concludes that AI-enabled administration remains legitimate only where public authorities retain the capacity to understand, justify, correct, suspend and democratically control the systems they use.
It is argued that AI ethics can address this deficit only when complemented by institutional reforms that embed deliberation, broaden participation and ensure meaningful public accountability, including the involvement of non-expert citizens.
The central claim is that constitutional and democratic requirements should not be treated as external compliance burdens when embedded into institutional design, they operate as productive constraints that improve legitimacy, implementation discipline, and the long-term trustworthiness of AI-enabled public decision-ma...
This paper analyzes five influential documents representing the broad field of AI ethics as a ‘sociotechnical imaginary’: a collectively held, institutionalized, and publicly performed vision of the future and outlines alternative pathways toward historically, geographically, and politically situated forms of ethics.
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