SBA Proposes Set-Aside Rules For Women-Owned Small Businesses
Client Alert | less than 1 min read | 01.02.08
After years of delay, the Small Business Administration proposed new regulations allowing set-asides for women-owned small businesses (WOSB) and economically disadvantaged WOSB's. Agencies may restrict competition to these businesses, but only in certain procurements valued at $3 million ($5 million for manufacturing) or less, only in industries where SBA finds WOSB are “underrepresented,” and only where the agency determines that the restriction would not violate the Equal Protection Clause of the Constitution.
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Client Alert | 9 min read | 10.21.26
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 .
Client Alert | 2 min read | 10.21.26
Client Alert | 3 min read | 10.21.26
Private Investigations Act Series: Temporal, material and territorial scope
Client Alert | 7 min read | 10.21.26
