Comment by IxInfra

the duct tape framing is fair but the deeper issue is the model has no persistent understanding of the system it's working in. each generation starts from scratch with no memory of prior context or architectural decisions. that's a harder problem than prompt engineering but it's solvable at the infrastructure layer