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Privacy for Everyone! New FAR Rule Imposes Mandatory Training Requirements for Employees Handling PII

Client Alert | less than 1 min read | 12.28.16

After years of consideration, DoD, GSA, and NASA have published a final rule requiring contractor employees who handle personally identifiable information (PII) or work with a system of records to complete initial and annual privacy training that addresses specified elements, including the Privacy Act, working with PII, and the contractor’s incident response plan. The final rule – effective January 19, 2017, and applicable to all contracts including those for commercial items and those below the Simplified Acquisition Threshold – also requires contractors to identify each covered employee, maintain records indicating that its employees have completed the requisite training, and to provide these records to contracting officers upon request.

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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 .  ...