Ya prompt engineering can be a more difficult than it looks. Especially when dealing with less intelligent models. That's why I recommend having an error checking stage were the model gives a model should be able to return a simple "True" or "Yes" when presented it's last response. This eats up more GPU time but the signal to noise ratio improves drastically.