// 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 AnalysisInstructions = """ 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. Examples: - "The app crashes when I try to export" → Bug Report - "Love the new design! Great work" → General Feedback - "Why was I charged twice this month?" → Billing Question - "What's the status of ticket #12345?" → Support Incident Status """; AIAgent agent = client.GetChatClient(deploymentName).CreateAIAgent(JokerInstructions, JokerName); AIAgent surveyFeedbackAgent = client.GetChatClient(deploymentName).CreateAIAgent(AnalysisInstructions, "FeedbackAnalysisBot"); SurveyResponseParserExecutor surveyResponseParserExecutor = new(); ResponseRouterExecutor responseRouterExecutor = new(); WorkflowBuilder builder = new(surveyResponseParserExecutor); builder.AddEdge(surveyResponseParserExecutor, surveyFeedbackAgent); builder.AddEdge(surveyFeedbackAgent, responseRouterExecutor).WithOutputFrom(responseRouterExecutor); var workflow = builder.WithName("HandleSurveyResponse").Build(); // Configure the function app to host AI agents and workflows in a unified way. // This will automatically generate HTTP API endpoints for agents and workflows. var functionBuilder = FunctionsApplication.CreateBuilder(args); functionBuilder.ConfigureFunctionsWebApplication().ConfigureDurableOptions(options => { // Configure workflows options.Workflows.AddWorkflow(workflow); }); functionBuilder.Build().Run();