In contrast, NLA explanations indicate evaluation awareness on less than 1% of real claude.ai usage that opted in for training.

data and analytics agents are essentially useless without the right context – they aren't able to tease apart vague questions, decipher business definitions, and reason across disparate data effectively.

Sonnenwald, D.H. and L.G. Pierce (2000): Information Behavior in Dynamic Group WorkContexts: Interwoven Situational Awareness, Dense Social Networks and ContestedCollaboration in Command and Control.Information Processing and Management, vol. 36,pp. 461–479.