\subsection{Evaluation Workflow Pseudocode} \begin{algorithm}[t] \caption{OPT--Code Evaluation and Adjudication Pipeline} \label{alg:opt-eval-pipeline} \begin{algorithmic}[1] \Require System description $S$ \State $C_A \gets$ ClassifierModel($S$, MinimalPrompt or MaximalPrompt) \State $C_B \gets$ ClassifierModel($S$, MinimalPrompt or MaximalPrompt) \State $E_A \gets$ EvaluatorModel($S, C_A$, EvaluatorPrompt) \State $E_B \gets$ EvaluatorModel($S, C_B$, EvaluatorPrompt) \If{($E_A.\text{verdict}$ and $E_B.\text{verdict}$) are acceptable} \If{$C_A.\text{OPT} = C_B.\text{OPT}$} \State \Return $C_A$ as final OPT--Code \Else \State $J \gets$ AdjudicatorModel($S, C_A, E_A, C_B, E_B$, AdjudicatorPrompt) \State $C^\ast \gets J.\text{Final OPT--Code}$ \State $E^\ast \gets$ EvaluatorModel($S, C^\ast$, EvaluatorPrompt) \If{$E^\ast.\text{verdict}$ acceptable} \State \Return $C^\ast$ as final OPT--Code \Else \State Flag case for human review \EndIf \EndIf \Else \State Flag case for human review \EndIf \end{algorithmic} \end{algorithm}