When It Sounds Too Good To Be True, It Usually Is
Client Alert | less than 1 min read | 02.14.06
Many of us were surprised in 2000 when the Court of Federal Claims found that state income taxes paid by the individual owner of a Subchapter S corporation were allowable state income costs of the corporation on contracts performed by the corporation. It comes as no surprise that the Court of Appeals for the Federal Circuit has reversed in Information Systems & Networks Corp. v. U.S. (Feb. 6, 2006), holding that, when state law follows federal law and imposes income taxes on the owners of Subchapter S corporations but not on the corporations themselves, the corporations are exempt from taxation and the tax paid by the individual owner is not an allowable cost of the corporation.
Insights
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
