// Copyright (c) Microsoft. All rights reserved. using Microsoft.Agents.AI; using Microsoft.Agents.AI.DurableTask; using Microsoft.Azure.Functions.Worker; using Microsoft.DurableTask; using Microsoft.Extensions.Logging; namespace LongRunningTools; public static class FunctionTriggers { [Function(nameof(RunOrchestrationAsync))] public static async Task RunOrchestrationAsync( [OrchestrationTrigger] TaskOrchestrationContext context) { // Get the input from the orchestration ContentGenerationInput input = context.GetInput() ?? throw new InvalidOperationException("Content generation input is required"); // Get the writer agent DurableAIAgent writerAgent = context.GetAgent("Writer"); AgentThread writerThread = await writerAgent.GetNewThreadAsync(); // Set initial status context.SetCustomStatus($"Starting content generation for topic: {input.Topic}"); // Step 1: Generate initial content AgentResponse writerResponse = await writerAgent.RunAsync( message: $"Write a short article about '{input.Topic}'.", thread: writerThread); GeneratedContent content = writerResponse.Result; // Human-in-the-loop iteration - we set a maximum number of attempts to avoid infinite loops int iterationCount = 0; while (iterationCount++ < input.MaxReviewAttempts) { context.SetCustomStatus( new { message = "Requesting human feedback.", approvalTimeoutHours = input.ApprovalTimeoutHours, iterationCount, content }); // Step 2: Notify user to review the content await context.CallActivityAsync(nameof(NotifyUserForApproval), content); // Step 3: Wait for human feedback with configurable timeout HumanApprovalResponse humanResponse; try { humanResponse = await context.WaitForExternalEvent( eventName: "HumanApproval", timeout: TimeSpan.FromHours(input.ApprovalTimeoutHours)); } catch (OperationCanceledException) { // Timeout occurred - treat as rejection context.SetCustomStatus( new { message = $"Human approval timed out after {input.ApprovalTimeoutHours} hour(s). Treating as rejection.", iterationCount, content }); throw new TimeoutException($"Human approval timed out after {input.ApprovalTimeoutHours} hour(s)."); } if (humanResponse.Approved) { context.SetCustomStatus(new { message = "Content approved by human reviewer. Publishing content...", content }); // Step 4: Publish the approved content await context.CallActivityAsync(nameof(PublishContent), content); context.SetCustomStatus(new { message = $"Content published successfully at {context.CurrentUtcDateTime:s}", humanFeedback = humanResponse, content }); return new { content = content.Content }; } context.SetCustomStatus(new { message = "Content rejected by human reviewer. Incorporating feedback and regenerating...", humanFeedback = humanResponse, content }); // Incorporate human feedback and regenerate writerResponse = await writerAgent.RunAsync( message: $""" The content was rejected by a human reviewer. Please rewrite the article incorporating their feedback. Human Feedback: {humanResponse.Feedback} """, thread: writerThread); content = writerResponse.Result; } // If we reach here, it means we exhausted the maximum number of iterations throw new InvalidOperationException( $"Content could not be approved after {input.MaxReviewAttempts} iterations."); } [Function(nameof(NotifyUserForApproval))] public static void NotifyUserForApproval( [ActivityTrigger] GeneratedContent content, FunctionContext functionContext) { ILogger logger = functionContext.GetLogger(nameof(NotifyUserForApproval)); // In a real implementation, this would send notifications via email, SMS, etc. logger.LogInformation( """ NOTIFICATION: Please review the following content for approval: Title: {Title} Content: {Content} Use the approval endpoint to approve or reject this content. """, content.Title, content.Content); } [Function(nameof(PublishContent))] public static void PublishContent( [ActivityTrigger] GeneratedContent content, FunctionContext functionContext) { ILogger logger = functionContext.GetLogger(nameof(PublishContent)); // In a real implementation, this would publish to a CMS, website, etc. logger.LogInformation( """ PUBLISHING: Content has been published successfully. Title: {Title} Content: {Content} """, content.Title, content.Content); } }