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Contractor Gets "Second Bite" When Final Decision Reconsidered

Client Alert | less than 1 min read | 08.03.15

In LRV Envtl., Inc. (July 14, 2015), the ASBCA found that "reconsideration" of a CO's final decision resets the 90-day clock for a CDA appeal. The CO had issued a final decision, but subsequently reconsidered a portion of it on its own motion, leading the board to conclude that "the decision was not truly final" prior to the reconsideration and so the contractor's 90-day appeal window ran from the latter decision.


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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 .  ...