I don't understand what you're saying - the idea is that we're asking the LLM to generate code to perform the search, rather than run an arbitrarily long search

I don't understand what you're saying - the idea is that we're asking the LLM to generate code to perform the search, rather than run an arbitrarily long search on its own, right? So why should the number of layers it has matter?