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6. Socioeconomic and Environmental3 - Other

Foregone benefits

AI is disused (not developed or deployed) in directions that would benefit animals (and instead developments that harm or do no benefit to animals are invested in)

Source: MIT AI Risk Repositorymit680

ENTITY

1 - Human

INTENT

3 - Other

TIMING

3 - Other

Risk ID

mit680

Domain lineage

6. Socioeconomic and Environmental

262 mapped risks

6.6 > Environmental harm

Mitigation strategy

1. Establish dedicated funding mechanisms, such as public-private grants and tax incentives, exclusively for the research and deployment of AI applications targeting animal welfare, biodiversity conservation, and environmental remediation to actively redirect investment away from non-beneficial or harmful applications. 2. Implement mandatory ethical governance and regulatory frameworks for new AI ventures, requiring a pre-launch Societal and Environmental Impact Assessment to evaluate potential foregone benefits and prioritize projects with measurable, positive ecological outcomes. 3. Promote collaborative data-sharing platforms and interdisciplinary consortia between AI scientists, ecologists, and agricultural experts to ensure that beneficial models are trained on high-quality, diverse, and relevant data, thereby accelerating the practical, field-level deployment of effective AI solutions.