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Unfair Disqualification Results In Reinstatement

Client Alert | less than 1 min read | 12.19.05

The Court of Federal Claims in OTI America, Inc. v. U.S. (Dec. 7, 2005) reinforced that offerors must be treated evenhandedly, setting aside a disqualification of OTI for high-tech passports when other offerors had been kept in the competition for lesser failures. Joining a recent spate of cases analyzing what relief can be given in light of government assertions of national defense, the court reinstated OTI in the competition, but allowed a pilot project with another offeror to continue, as multiple awards were contemplated.

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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 .  ...