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Clean Energy Award Polluted

Client Alert | 1 min read | 02.26.13

In Nexant, Inc (Jan. 30, 2013), GAO sustained the protest of Nexant, Inc., represented by Crowell & Moring, to the award of a clean energy consulting contract by USAID, finding that USAID engaged in misleading discussions, based its evaluation on a flawed methodology that led to numerous unreasonable evaluation conclusions, and did not reasonably explain its basis for choosing the awardee's higher cost proposal. While GAO ultimately declined to rule on the issue of what weight it should afford to a source selection decision document (SSDD) drafted after both contract award and the filing of a protest, it did note that there is "a reasonable concern" whether such an after-the-fact SSDD can accurately represent the fair and considered judgment of the agency.


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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 .  ...