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Develop a multi-stakeholder framework for assessing and mitigating risks from AI-powered consumer technologies, including user autonomy, safety-by-design, transparency, and informed consent. Propose testing standards, monitoring dashboards, incident response processes, and redress mechanisms for harms such as manipulation or addiction.
Compare governance models for surveillance platforms used by public institutions and private companies, focusing on transparency, accountability, consent, and redress. Analyze how to design governance that preserves public safety and privacy, rebuilds trust after controversy, and includes ongoing oversight and sunset clauses.
Design a governance blueprint for workforce data collection and analytics used by policymakers and employers that advances anti-discrimination goals while protecting individual privacy. Address data governance structures, consent and transparency, auditing, accountability, and redress mechanisms for workers affected by analytics-based decisions.
Create a strategic framework for assessing climate risk to urban infrastructure and supply chains under rising heat, drought, and weather volatility. Define risk indicators, stakeholder roles, investment levers, and metrics for resilience. Include methods for prioritizing upgrades, running scenario simulations, and evaluating trade-offs among cost, reliability, and environmental impact.
Assess the design space for wearable protective gear that reduces radiation exposure and environmental hazards for operators in extreme environments. Compare shielding concepts, materials, sensor integration, ergonomics, power needs, and durability. Propose a research roadmap, validation tests, and interoperability standards across organizations and missions.
Develop a comprehensive governance framework for AI-enabled biology that addresses dual-use risk, biosafety, science integrity, international collaboration, and enforcement. Compare existing governance models, propose a risk-tiered oversight approach for research institutions and funding bodies, and outline decision-support tools to help researchers decide when to proceed, pause, or modify experiments.
Create a scenario-based framework for a small state to balance deterrence, diplomacy, and resilience in a rapidly changing security environment, incorporating technology-enabled threats, cross-border influences, and economic considerations; propose indicators to monitor stability.
Design a multi-channel, equity-conscious weather risk information system that uses data analytics, forecasting models, and community engagement to deliver timely, actionable alerts to diverse populations; include governance, accessibility, and evaluation components.
Propose a comprehensive, future-ready curriculum framework for higher education that integrates AI literacy, critical thinking, multilingual communication, and cross-cultural competencies, with assessment methods and faculty development plans.
Propose a layered, adaptive cybersecurity framework for public institutions that accounts for AI-enabled threat vectors, real-time threat intelligence sharing, incident response playbooks, and governance mechanisms for public-private collaboration; include metrics to assess resilience.
Examine how strategic capital budgets by leading semiconductor firms, coupled with international joint ventures and supply-chain diversification, influence export performance, innovation ecosystems, and vulnerability to external shocks over the long term.
Analyze how rapid adoption of AI across industries and associated capital spending shape macroeconomic trajectories such as growth rates, wage patterns, and tax revenue. Discuss mechanisms through which productivity gains translate into living standards, identify potential distributional effects across sectors and workers, and propose policy levers to maximize broad-based benefits while mitigating labor displacement.