Viljanen, Mika, Technology matters: how algorithm and artificial intelligent technology features affect harms reduction efforts
8 important questions on Viljanen, Mika, Technology matters: how algorithm and artificial intelligent technology features affect harms reduction efforts
Technological Impact on Harm Reduction: Discuss the impact of technological agency in AAI systems on harm production dynamics, exploring both opportunities and risks. Provide examples to support your arguments.
Uninterpretability and Analytical Tracing: Explore the implications of uninterpretability in AAI systems for harm reduction efforts, particularly in terms of analytical tracing of system logics. Discuss potential tools and methodologies that can aid in overcoming these challenges.
Non-linear Performance and Outcome Harms: Evaluate the relationship between non-linear performance in AAI systems and the landscape of outcome harms. Discuss the limitations of localized tests in anticipating system responses and propose strategies for mitigating these challenges.
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Dynamicity and Lifelong Learning: Analyze the revolutionary shift introduced by dynamic AAI systems engaging in continuous lifelong learning. Discuss the challenges in preempting outcome harm, ensuring legitimacy, and controlling ontological harms in such systems.
Ethical Considerations in AAI Development: Critically assess the ethical problems in algorithmic systems and AI applications that have triggered academic debates. Discuss the ethical considerations that designers and regulators should prioritize in the development and deployment of AAI technologies.
Role of Humans in AAI Decision-making: Compare and contrast the roles of humans in decision-making and decision support in AAI systems. Evaluate the effectiveness of human-in-the-loop or human-on-the-loop safeguards in controlling AAI technologies and discuss their limitations.
Post hoc Interpretation Tools and System Justification: Investigate the role of post hoc interpretation tools in analyzing AAI systems' logic and justifying their outcomes. Discuss how these tools contribute to harm reduction efforts and their potential impact on system legitimacy.
Determinacy and System Reliability: Assess the importance of determinacy in AAI systems for stabilizing designers' anticipatory capabilities. Discuss the implications for system reliability and explore engineering efforts to address issues related to system decay and software-induced indeterminacy.
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