VA Allowed to Disregard Vet Preference
Client Alert | less than 1 min read | 06.13.14
In Kingdomware Techs., Inc. v. U.S. (June 3, 2014), a majority of a Federal Circuit panel held that the language of the Veterans Act stating that the VA "shall award contracts on the basis of competition restricted to small business concerns owned and controlled by veterans" whenever the VA identifies two or more viable competitors was not actually a mandatory requirement, but could be used or not by the VA to meet its annual goals for contract awards to Veteran-Owned Small Businesses (VOSBs) and Service-Disabled Veteran-Owned Small Businesses (SDVOSBs). The dissenting judge, agreeing with the contrary interpretation of GAO, argued Congress had made the provision mandatory so that the VA would meet its goals.
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Client Alert | 9 min read | 10.21.26
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 .
Client Alert | 2 min read | 10.21.26
Client Alert | 3 min read | 10.21.26
Private Investigations Act Series: Temporal, material and territorial scope
Client Alert | 7 min read | 10.21.26

