Discover how TextGrad applies minibatch stochastic gradient descent and textual feedback to programmatically optimize system instructions. Learn how cheaper models achieve near frontier-class performance on complex reasoning benchmarks.
Source: [HackerNoon](https://hackernoon.com/algorithmic-prompt-refining-elevating-smaller-llms-with-textual-gradients?source=rss)