// Copyright (c) Microsoft. All rights reserved. using Azure; using Azure.AI.OpenAI; using Azure.Identity; using Microsoft.Agents.AI; using Microsoft.Agents.AI.Hosting.AzureFunctions; using Microsoft.Agents.AI.Workflows; using Microsoft.Azure.Functions.Worker.Builder; using Microsoft.Extensions.Hosting; using OpenAI.Chat; using SingleAgent; // Get the Azure OpenAI endpoint and deployment name from environment variables. string endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set."); string deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT") ?? throw new InvalidOperationException("AZURE_OPENAI_DEPLOYMENT is not set."); // Use Azure Key Credential if provided, otherwise use Azure CLI Credential. string? azureOpenAiKey = System.Environment.GetEnvironmentVariable("AZURE_OPENAI_KEY"); AzureOpenAIClient client = !string.IsNullOrEmpty(azureOpenAiKey) ? new AzureOpenAIClient(new Uri(endpoint), new AzureKeyCredential(azureOpenAiKey)) : new AzureOpenAIClient(new Uri(endpoint), new AzureCliCredential()); // Set up an AI agent following the standard Microsoft Agent Framework pattern. const string JokerName = "Joker"; const string JokerInstructions = "You are good at telling jokes."; const string FeedbackAnalysisInstructions = """ You are a Customer Feedback Analyzer. Your task is to analyze customer survey responses and categorize them accurately. INPUT: You will receive customer feedback text that may include a rating and comments. OUTPUT: Return ONLY ONE category from this list: - Bug Report - General Feedback - Billing Question - Support Incident Status CATEGORIZATION RULES: - "Bug Report": Technical issues, errors, crashes, features not working as expected - "General Feedback": Suggestions, compliments, general comments about the product or service - "Billing Question": Payment issues, subscription inquiries, pricing questions, refund requests - "Support Incident Status": Follow-ups on existing tickets, status inquiries about previous issues RESPONSE FORMAT: Return only the category name exactly as shown above, with no additional text or explanation. """; AIAgent agent = client.GetChatClient(deploymentName).CreateAIAgent(JokerInstructions, JokerName); // 3 Executors usd by the workflow. // 1. Class based executor to parse survey response. SurveyResponseParserExecutor surveyResponseParserExecutor = new(); // 2. AI Agent to analyze feedback and categorize it. AIAgent surveyFeedbackAgent = client.GetChatClient(deploymentName).CreateAIAgent(FeedbackAnalysisInstructions, "FeedbackAnalyzerAgent"); // 3. Function delegate executor to route response based on category. Func responseHandlingExecutorFunc = input => input switch { var s when s.Contains("billing", StringComparison.OrdinalIgnoreCase) => "Will notify Billing Team", var s when s.Contains("Bug Report", StringComparison.OrdinalIgnoreCase) => "Will notify Technical Support Team", _ => "Will notify General Support Team" }; var responseRouterExecutor = responseHandlingExecutorFunc.BindAsExecutor("ResponseRouterExecutor"); WorkflowBuilder builder = new(surveyResponseParserExecutor); builder.AddEdge(surveyResponseParserExecutor, surveyFeedbackAgent); builder.AddEdge(surveyFeedbackAgent, responseRouterExecutor).WithOutputFrom(responseRouterExecutor); var workflow = builder.WithName("HandleSurveyResponse").Build(); FunctionsApplication.CreateBuilder(args) .ConfigureFunctionsWebApplication() //.ConfigureDurableAgents(options => options.AddAIAgent(agent)) .ConfigureDurableOptions(options => { // Configure workflows options.Workflows.AddWorkflow(workflow); // Optional - Configure AI agents // options.Agents.AddAIAgent(agent); }) .Build().Run();