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GAO Faults USTRANSCOM’s Past Performance Evaluation of Awardee’s “Miniscule” Past Work

Client Alert | 1 min read | 04.03.17

In XPO Logistics Worldwide Gov’t Servs., LLC (released Mar. 21, 2017), in which C&M co-represented XPO, GAO sustained a protest challenging the awardee’s past performance rating, setting aside USTRANSCOM’s award of a $3B freight services contract. GAO found that the value of the awardee’s past efforts are extremely small relative to the value of the requirement, that the contemporaneous record did not explain the basis for the agency’s determination that these tiny past efforts were somewhat relevant under the solicitation, and that the agency’s post hoc reevaluation during the protest was unreasonable. GAO recommended that the agency reevaluate the awardee’s past performance and then make a new award decision.

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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 .  ...