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Just read 'Representation geometry shapes task performance' paper - CT vision-language models in production?

Medical imaging models: theory vs. production deployment challenges

The paper shows representation geometry affects CT enterography vision-language model performance. In theory, this seems straightforward, but in production, medical imaging models face data drift, regulatory compliance, and integration with hospital systems. We're struggling with deploying similar models at scale while maintaining accuracy across diverse patient populations.