1. Home
  2. |Insights
  3. |DoD Mandates Preparation for Climate Change

DoD Mandates Preparation for Climate Change

Client Alert | less than 1 min read | 01.18.16

On January 14, 2016, DoD issued Directive 4715.21 (Climate Change Adaptation and Resilience), which establishes a comprehensive framework for agency efforts to (i) address, mitigate, and adapt to climate change risks to U.S. military assets and operations; and (ii) integrate climate change risk considerations into DoD acquisition and mission planning. As described in this post [MAKE THIS A LINK], the DoD Directive does not address several questions that will likely be answered on a piecemeal basis through multiple new or modified regulations, standards, and guidelines, providing the private sector with several opportunities to shape implementation of the directive and to address downstream effects to contracts and corporate policies.

Contacts

Insights

Client Alert | 9 min read | 10.21.26

Artificial Intelligence in Life Sciences: Reliability of AI-Generated Evidence in Drug Discovery and Development

The life sciences sector is uniquely vulnerable to the inherent risks of AI-generated evidence in drug development and discovery. This client alert focuses on five core challenges: hallucinations, skewed predictions from unrepresentative training data, the opacity of AI reasoning, input sensitivity that undermines reproducibility, and adversarial manipulation of training data. To address these risks, companies should use experimental validation and human oversight as the common legal and regulatory safety net. This entails among other measures auditing AI outputs, characterizing training data, and structural oversight. Companies also should prepare for evolving frameworks and guidance from the U.S. Food and Drug Administration (FDA) and the European Union (EU) that address use of AI in drug discovery and development .  ...