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SBA’s July 2013 Small Business Subcontracting Revisions Finally Implemented in the FAR

Client Alert | less than 1 min read | 07.21.16

On July 14, 2016, DoD, GSA, and NASA published a final rule implementing numerous updates to the FAR to account for regulatory changes affecting the small business subcontracting requirements made by the SBA dating back to July 2013. These changes, which become effective November 1, 2016, range from requiring prime contractors to assign NAICS codes to subcontracts, to providing contracting officers the discretion to establish subcontracting goals at the order level of IDIQ contracts, to protecting subcontractors’ ability to discuss payment or utilization matters with the contracting officer.

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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 .  ...