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Protest of Private Subcontract Solicitation Has Teeth

Client Alert | less than 1 min read | 02.13.13

In Orion Tech. Resources, LLC v. Los Alamos Nat'l Sec., LLC (Aug. 6, 2012), the New Mexico Court of Appeals held that, while, in a private context, an unsuccessful offeror generally has no right to complain, when the issuer made representations as to how the offers would be considered that it then violated and on which the offeror relied, there was an implied contract under the common law. Moreover, the court ruled that the offeror in appropriate circumstances could obtain injunctive relief or damages, including lost profits if it can prove it would have won the award if the stated rules had been followed.


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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 .  ...