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// Copyright (c) Microsoft. All rights reserved.
// This sample demonstrates how to use background responses with ChatClientAgent and Azure OpenAI Responses for long-running operations.
// It shows polling for completion using continuation tokens, function calling during background operations,
// and persisting/restoring agent state between polling cycles.
#pragma warning disable CA1050 // Declare types in namespaces
using System.ComponentModel;
using System.Text.Json;
using Azure.AI.OpenAI;
using Azure.Identity;
using Microsoft.Agents.AI;
using Microsoft.Extensions.AI;
using OpenAI.Responses;
var endpoint = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT") ?? throw new InvalidOperationException("AZURE_OPENAI_ENDPOINT is not set.");
var deploymentName = Environment.GetEnvironmentVariable("AZURE_OPENAI_DEPLOYMENT_NAME") ?? "gpt-5.4-mini";
var stateStore = new Dictionary<string, JsonElement?>();
// WARNING: DefaultAzureCredential is convenient for development but requires careful consideration in production.
// In production, consider using a specific credential (e.g., ManagedIdentityCredential) to avoid
// latency issues, unintended credential probing, and potential security risks from fallback mechanisms.
AIAgent agent = new AzureOpenAIClient(
new Uri(endpoint),
new DefaultAzureCredential())
.GetResponsesClient()
.AsAIAgent(
model: deploymentName,
name: "SpaceNovelWriter",
instructions: "You are a space novel writer. Always research relevant facts and generate character profiles for the main characters before writing novels." +
"Write complete chapters without asking for approval or feedback. Do not ask the user about tone, style, pace, or format preferences - just write the novel based on the request.",
tools: [AIFunctionFactory.Create(ResearchSpaceFactsAsync), AIFunctionFactory.Create(GenerateCharacterProfilesAsync)]);
// Enable background responses (only supported by {Azure}OpenAI Responses at this time).
AgentRunOptions options = new() { AllowBackgroundResponses = true };
AgentSession session = await agent.CreateSessionAsync();
// Start the initial run.
AgentResponse response = await agent.RunAsync("Write a very long novel about a team of astronauts exploring an uncharted galaxy.", session, options);
// Poll for background responses until complete.
while (response.ContinuationToken is not null)
{
await PersistAgentState(agent, session, response.ContinuationToken);
await Task.Delay(TimeSpan.FromSeconds(10));
var (restoredSession, continuationToken) = await RestoreAgentState(agent);
options.ContinuationToken = continuationToken;
response = await agent.RunAsync(restoredSession, options);
}
Console.WriteLine(response.Text);
async Task PersistAgentState(AIAgent agent, AgentSession? session, ResponseContinuationToken? continuationToken)
{
stateStore["session"] = await agent.SerializeSessionAsync(session!);
stateStore["continuationToken"] = JsonSerializer.SerializeToElement(continuationToken, AgentAbstractionsJsonUtilities.DefaultOptions.GetTypeInfo(typeof(ResponseContinuationToken)));
}
async Task<(AgentSession Session, ResponseContinuationToken? ContinuationToken)> RestoreAgentState(AIAgent agent)
{
JsonElement serializedSession = stateStore["session"] ?? throw new InvalidOperationException("No serialized session found in state store.");
JsonElement? serializedToken = stateStore["continuationToken"];
AgentSession session = await agent.DeserializeSessionAsync(serializedSession);
ResponseContinuationToken? continuationToken = (ResponseContinuationToken?)serializedToken?.Deserialize(AgentAbstractionsJsonUtilities.DefaultOptions.GetTypeInfo(typeof(ResponseContinuationToken)));
return (session, continuationToken);
}
[Description("Researches relevant space facts and scientific information for writing a science fiction novel")]
async Task<string> ResearchSpaceFactsAsync(string topic)
{
Console.WriteLine($"[ResearchSpaceFacts] Researching topic: {topic}");
// Simulate a research operation
await Task.Delay(TimeSpan.FromSeconds(10));
string result = topic.ToUpperInvariant() switch
{
var t when t.Contains("GALAXY") => "Research findings: Galaxies contain billions of stars. Uncharted galaxies may have unique stellar formations, exotic matter, and unexplored phenomena like dark energy concentrations.",
var t when t.Contains("SPACE") || t.Contains("TRAVEL") => "Research findings: Interstellar travel requires advanced propulsion systems. Challenges include radiation exposure, life support, and navigation through unknown space.",
var t when t.Contains("ASTRONAUT") => "Research findings: Astronauts undergo rigorous training in zero-gravity environments, emergency protocols, spacecraft systems, and team dynamics for long-duration missions.",
_ => $"Research findings: General space exploration facts related to {topic}. Deep space missions require advanced technology, crew resilience, and contingency planning for unknown scenarios."
};
Console.WriteLine("[ResearchSpaceFacts] Research complete");
return result;
}
[Description("Generates character profiles for the main astronaut characters in the novel")]
async Task<IEnumerable<string>> GenerateCharacterProfilesAsync()
{
Console.WriteLine("[GenerateCharacterProfiles] Generating character profiles...");
// Simulate a character generation operation
await Task.Delay(TimeSpan.FromSeconds(10));
string[] profiles = [
"Captain Elena Voss: A seasoned mission commander with 15 years of experience. Strong-willed and decisive, she struggles with the weight of responsibility for her crew. Former military pilot turned astronaut.",
"Dr. James Chen: Chief science officer and astrophysicist. Brilliant but socially awkward, he finds solace in data and discovery. His curiosity often pushes the mission into uncharted territory.",
"Lieutenant Maya Torres: Navigation specialist and youngest crew member. Optimistic and tech-savvy, she brings fresh perspective and innovative problem-solving to challenges.",
"Commander Marcus Rivera: Chief engineer with expertise in spacecraft systems. Pragmatic and resourceful, he can fix almost anything with limited resources. Values crew safety above all.",
"Dr. Amara Okafor: Medical officer and psychologist. Empathetic and observant, she helps maintain crew morale and mental health during the long journey. Expert in space medicine."
];
Console.WriteLine($"[GenerateCharacterProfiles] Generated {profiles.Length} character profiles");
return profiles;
}