Keep the person building the system close to the problem.

Direct responsibility

I follow your examples through design, code, testing and documentation. I explain choices and open questions. AI may assist the work; I check results and remain responsible. Technical communication is normally in English; Spanish content and appropriate human review are agreed. No Nicaraguan office or local professional qualification is represented. See the process.