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Unicor Banned From Competing In Small Business Set Asides For Services

Client Alert | less than 1 min read | 02.14.05

On February 3, 2005, in response to two protests filed by small business contractors challenging the award of a contract to UNICOR (Federal Prison Industries or "FPI") under a total small business set-aside procurement, the SBA determined that UNICOR is other than small under the applicable size standard. UNICOR contended that, irrespective of its size, "it is eligible to compete for this procurement because recent changes in the law [specifically, March 26, 2004, amendments to the FAR] now define small business set asides as including FPI," but the SBA held that those requirements are not mandatory if the solicitation involves "acquiring services," as opposed to purchasing items listed on FPI's schedule.

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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 .  ...