[hyko]

Backup snapshots of what though? The defects aren’t being introduced through code changes, they are inherent in the model and its tooling. If you’re using general models, there’s very little you can do beyond prompt engineering (which won’t be able to fix all the bugs).

If you were using your own model you could maybe try to retrain/finetune the issues away given a new dataset and different techniques? But at that point you’re just transmuting a difficult problem into a damn near impossible one?

LLMs can be miraculous and inappropriate at the same time. They are not the terminal technology for all computation.