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Non-Offeror Has Standing, and FAR Part 12 Commercial Item Restrictions Apply to GSA Schedule Procurements

Client Alert | less than 1 min read | 03.12.15

In CGI Fed. Inc. v. U.S.(Mar. 10, 2015), the Federal Circuit held that CGI was a "prospective offeror" and therefore had standing to pursue its preaward protest, despite the fact that CGI did not submit a proposal, which was due after CGI filed at GAO but before CGI filed at the CFC. The Federal Circuit also reversed the CFC on the merits, holding that the proscription in FAR part 12 of terms that are inconsistent with customary commercial practice does apply to solicitations for orders under FAR 8.4 (Federal Supply Schedule) contracts.

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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 .  ...