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Prioritizing Feasible and Impactful Actions to Enable Secure AI Development and Use in Biology.
Josh Dettman1, Emily Lathrop1, Aurelia Attal-Juncqua1
1RAND Center on AI, Security, and Technology, Santa Monica, California, USA.
Biotechnology and Bioengineering
|January 17, 2026
Summary
Artificial intelligence (AI) can advance biological innovation, but AI-enabled biothreat creation risks require mitigation. This paper prioritizes seven key strategies for a layered defense against AI misuse in biotechnology.
Area of Science:
- Biotechnology and Artificial Intelligence
- Biosecurity and Risk Management
Background:
- Artificial intelligence (AI) offers significant potential for biological innovation.
- However, the risk of AI-enabled biothreat creation necessitates proactive mitigation strategies.
- Current actionable steps to address these risks are underdeveloped.
Purpose of the Study:
- To identify and prioritize actionable policy and technology strategies for mitigating AI-enabled biothreat creation risks.
- To provide a framework for understanding and addressing risks across the AI-enabled biothreat lifecycle.
- To foster collaboration among stakeholders for developing layered defense mechanisms.
Main Methods:
- Collated existing reports and mitigation options from diverse sources.
- Evaluated proposed mitigation options based on projected feasibility and impact.
- Organized strategies within a framework aligned with AI-enabled biothreat creation steps.
Main Results:
- Prioritized seven key mitigation strategies, encompassing twelve individual mitigations.
- Key strategies include model unlearning, input/output filtering for biological design tools (BDTs), AI agents for biosecurity, safety bug bounties, enforcement of material protections, enhanced biosurveillance, and metadata screening before DNA synthesis.
Conclusions:
- A layered defense approach is crucial for ensuring the safe and secure use of AI in biotechnology.
- Collaboration between policymakers, researchers, and technologists is essential for refining and implementing these mitigation strategies.
- Proactive development and implementation of these strategies will help unlock the societal benefits of AI in biology while minimizing misuse potential.
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