RiskAware

class AgentAnalyzer: @staticmethod def plot_response_distribution(result: Dict): fig, axes = plt.subplots(2, 2, figsize=(14, 10)) fig.suptitle(‘Agent Response Analysis’, fontsize=16, fontweight=”bold”) responses = result(‘all_responses’) scores = result(‘critic_scores’) uncertainty = result(‘uncertainty’) selected_idx = result(‘selected_index’) …

In this tutorial, we demonstrate how to use a contract-first agentic decision system PydenticAITreating structured schema as non-negotiable governance contracts rather than alternative output formats. We show how we define …