Amazing paper using genetic programming guided by passing/failing tests to automatically write bug fixing patches!
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Agentic programming workflows rather remind me of genetic programming. The agent has a validation step that looks like a fitness function, and both run iterative trials.
Stochastic program optimization https://blog.acolyer.org/2017/03/30/stochastic-program-optimization/ (applying ML and genetic programming to loop free code, sometimes beating ICC!)
