ASBCA's FY16 Report – a Look at the Numbers
Client Alert | less than 1 min read | 02.06.17
The Armed Services Board of Contract Appeals published its FY16 Report of Transactions and Proceedings, which provides statistics regarding the adjudication of appeals between contractors and the Army, Navy, Air Force, Corps of Engineers, DLA, DCMA, CIA, NASA, other Defense agencies, and the Washington Metropolitan Area Transit Authority. According to this year's report, appellants prevailed in 57 percent of the appeals decided on the merits (up from 53 percent in FY15). As usual, the Board had a high success rate in resolving matters via alternative dispute resolution (ADR), successfully resolving an impressive 93 percent of ADRs concluded in FY16 – including binding arbitration, non-binding mediation, and ADR of undocketed appeals.
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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 .
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Private Investigations Act Series: Temporal, material and territorial scope
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