I suspect the code being generated ends up falling into a local maxima, and only much later will the cost of extracting be apparent.
Right now, management has velocity so it’s happy.
Earlier they got the code understanding as a default, and it was never something that made a difference to their metrics.
The success of the LLM Code model then relies entirely on the ability of tech debt to be cheaper to solve in the future.