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Termination Clause Trumps Cost-Sharing

Client Alert | less than 1 min read | 01.23.06

The Federal Circuit in Jacobs Eng'g Group, Inc. v. U.S. (Jan. 19, 2006) had before it the interesting scenario of the government terminating a contract with an 80/20 cost share and the contractor insisting that it should get "all" its costs under the termination for convenience clause, not just 80% per the cost share. The court agreed, because the cost share had not been specifically incorporated in the termination clause and the termination had deprived the contractor of his compensating benefit for taking the cost share in the first place, patent rights in the finished work.

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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 .  ...