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Federal Circuit Upholds Corrective Action After Outcome Prediction

Client Alert | less than 1 min read | 10.27.15

In Raytheon Co. v. U.S. (Oct. 23, 2015), the Federal Circuit upheld the CFC's denial of Raytheon's protest challenging corrective action taken in response to the GAO's outcome prediction statement that the unequal treatment challenge of a competitor would likely be sustained. The Federal Circuit agreed with the CFC that the Air Force's challenged pre-award communication with Raytheon amounted to unequal and misleading discussions and, therefore, the Air Force had a rational basis for reopening the bidding process.


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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 .  ...