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Chart illustrating TextGrad backpropagating text feedback from the output of a language models to all the possible earlier components to optimize all kinds of variables in various systems.

Scholars develop a new framework that optimizes compound AI systems by backpropagating large language model feedback.

Focused doctor working using computer at the hospital

While these tools show potential in clinical practice, we urgently need a systematic approach to evaluation.