Can you provide a code generation case？

I have a question regarding the task of code generation. Specifically, for a task that ultimately requires generating code, are the "thoughts" generated in RAT textual descriptions or actual code? According to the prompt provided in the paper, the results show that the thoughts are a series of textual descriptions. How are these thoughts ultimately transformed into code?