Sequestration Found Valid Basis for Canceling Solicitation
Client Alert | less than 1 min read | 09.23.13
In Vinculum Solutions, Inc. (Aug. 5, 2013), GAO, relying on the "broad discretion" afforded to agencies to define their needs and manage their procurements, concluded that the IRS's need to reduce costs due to the ongoing budget sequestration was a valid basis for canceling a solicitation. This appears to be the first decision in which GAO has considered the impacts of sequestration on the procurement process, and it may green-light similar actions in the months ahead for agencies coping with the ongoing sequester and the uncertainties of the FY14 appropriations process.
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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 .
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Private Investigations Act Series: Temporal, material and territorial scope
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