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Government Enjoined from Implementing Fair Pay and Safe Workplaces

Client Alert | 1 min read | 10.25.16

On October 24, a U.S. district court issued a preliminary injunction enjoining implementation of the Fair Pay and Safe Workplaces final rule, which had been scheduled to take effect today, October 25 (discussed here and here). The court held that the executive order, implementing regulations, and DOL guidance violated the First Amendment, contractors’ due process rights, and the Federal Arbitration Act and enjoined the government from (a) implementing any portion of the FAR rule or the DOL Guidance relating to the new reporting and disclosure requirements and (b) enforcing the new restriction on arbitration agreements, while permitting “paycheck transparency” requirements to proceed.

Insights

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 .  ...