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Union Obtains Protest Relief In District Court

Client Alert | less than 1 min read | 03.08.06

In Nat'l Treasury Employees Union v. IRS (D.D.C., Feb. 22, 2006), the union successfully challenged the decision of IRS to contract out mailroom functions without holding a public-private competition as required by the 2004 IRS appropriations act. Of most interest was the finding of the district court that the provisions of 28 U.S.C. 1491(b) giving the Court of Federal Claims exclusive jurisdiction over protests did not apply because the union was not an "interested party" under that provision, i.e., an actual or prospective bidder.

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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 .  ...