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Risk Of Accepting Out-Of-Scope Task/Delivery Orders Gets Greater

Client Alert | less than 1 min read | 10.07.04

Adding to the risk of accepting out-of-scope work that potentially could result in avoidance of the contract order, the GSA debarring official has recently put the burden on the contractor to police the situation: "We cannot have a situation where a contractor knows or should have known that something is wrong and does not at least raise the issue with the contracting officer, or, if appropriate, higher authority. On a case-by-case basis, if we determine that a contractor has not followed the rules, we may take appropriate action in the context of contractor responsibility."

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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 .  ...