Algorithm 1 Formulating FARR Step Question

Input: JSON file containing a list of findings, actions, reasonings, and results (Machine_X_FARR_flow.json) Output: Suggested next action from inference model       Load Machine_X_FARR_flow.json       Parse JSON content into FARRflow list of dictionaries       Initialize all_findings as an empty string       for each flow in FARRflow do          current_findings ← flow[“Findings”]          current_result ← flow[“Result”]          question_prompt ← “Below are my current findings:          all_findings          current_findings          What is the most likely action to do next? Answer with one specific action only, not more than that.”          model_output ← inference_model(question_prompt)          all_findings ← all_findings + “          current_findings, current_result”       end for       Return model_output as the model suggested action