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@@ -0,0 +1,15 @@
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<Project Sdk="Microsoft.NET.Sdk">
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<PropertyGroup>
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<OutputType>Exe</OutputType>
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<TargetFrameworks>net10.0</TargetFrameworks>
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<Nullable>enable</Nullable>
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<ImplicitUsings>enable</ImplicitUsings>
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</PropertyGroup>
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<ItemGroup>
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<ProjectReference Include="..\..\..\..\src\Microsoft.Agents.AI\Microsoft.Agents.AI.csproj" />
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</ItemGroup>
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</Project>
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@@ -0,0 +1,141 @@
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// Copyright (c) Microsoft. All rights reserved.
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// This sample shows all the required steps to create a fully custom agent implementation.
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// In this case the agent doesn't use AI at all, and simply parrots back the user input in upper case.
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// You can however, build a fully custom agent that uses AI in any way you want.
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using System.Runtime.CompilerServices;
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using System.Text.Json;
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using Microsoft.Agents.AI;
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using Microsoft.Extensions.AI;
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using SampleApp;
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AIAgent agent = new UpperCaseParrotAgent();
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// Invoke the agent and output the text result.
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Console.WriteLine(await agent.RunAsync("Tell me a joke about a pirate."));
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// Invoke the agent with streaming support.
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await foreach (var update in agent.RunStreamingAsync("Tell me a joke about a pirate."))
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{
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Console.WriteLine(update);
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}
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namespace SampleApp
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{
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// Custom agent that parrot's the user input back in upper case.
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internal sealed class UpperCaseParrotAgent : AIAgent
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{
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public override string? Name => "UpperCaseParrotAgent";
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public override ValueTask<AgentThread> GetNewThreadAsync(CancellationToken cancellationToken = default)
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=> new(new CustomAgentThread());
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public override ValueTask<AgentThread> DeserializeThreadAsync(JsonElement serializedThread, JsonSerializerOptions? jsonSerializerOptions = null, CancellationToken cancellationToken = default)
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=> new(new CustomAgentThread(serializedThread, jsonSerializerOptions));
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protected override async Task<AgentResponse> RunCoreAsync(IEnumerable<ChatMessage> messages, AgentThread? thread = null, AgentRunOptions? options = null, CancellationToken cancellationToken = default)
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{
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// Create a thread if the user didn't supply one.
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thread ??= await this.GetNewThreadAsync(cancellationToken);
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if (thread is not CustomAgentThread typedThread)
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{
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throw new ArgumentException($"The provided thread is not of type {nameof(CustomAgentThread)}.", nameof(thread));
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}
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// Get existing messages from the store
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var invokingContext = new ChatMessageStore.InvokingContext(messages);
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var storeMessages = await typedThread.MessageStore.InvokingAsync(invokingContext, cancellationToken);
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// Clone the input messages and turn them into response messages with upper case text.
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List<ChatMessage> responseMessages = CloneAndToUpperCase(messages, this.Name).ToList();
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// Notify the thread of the input and output messages.
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var invokedContext = new ChatMessageStore.InvokedContext(messages, storeMessages)
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{
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ResponseMessages = responseMessages
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};
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await typedThread.MessageStore.InvokedAsync(invokedContext, cancellationToken);
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return new AgentResponse
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{
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AgentId = this.Id,
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ResponseId = Guid.NewGuid().ToString("N"),
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Messages = responseMessages
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};
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}
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protected override async IAsyncEnumerable<AgentResponseUpdate> RunCoreStreamingAsync(IEnumerable<ChatMessage> messages, AgentThread? thread = null, AgentRunOptions? options = null, [EnumeratorCancellation] CancellationToken cancellationToken = default)
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{
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// Create a thread if the user didn't supply one.
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thread ??= await this.GetNewThreadAsync(cancellationToken);
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if (thread is not CustomAgentThread typedThread)
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{
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throw new ArgumentException($"The provided thread is not of type {nameof(CustomAgentThread)}.", nameof(thread));
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}
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// Get existing messages from the store
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var invokingContext = new ChatMessageStore.InvokingContext(messages);
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var storeMessages = await typedThread.MessageStore.InvokingAsync(invokingContext, cancellationToken);
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// Clone the input messages and turn them into response messages with upper case text.
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List<ChatMessage> responseMessages = CloneAndToUpperCase(messages, this.Name).ToList();
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// Notify the thread of the input and output messages.
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var invokedContext = new ChatMessageStore.InvokedContext(messages, storeMessages)
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{
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ResponseMessages = responseMessages
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};
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await typedThread.MessageStore.InvokedAsync(invokedContext, cancellationToken);
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foreach (var message in responseMessages)
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{
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yield return new AgentResponseUpdate
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{
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AgentId = this.Id,
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AuthorName = message.AuthorName,
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Role = ChatRole.Assistant,
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Contents = message.Contents,
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ResponseId = Guid.NewGuid().ToString("N"),
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MessageId = Guid.NewGuid().ToString("N")
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};
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}
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}
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private static IEnumerable<ChatMessage> CloneAndToUpperCase(IEnumerable<ChatMessage> messages, string? agentName) => messages.Select(x =>
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{
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// Clone the message and update its author to be the agent.
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var messageClone = x.Clone();
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messageClone.Role = ChatRole.Assistant;
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messageClone.MessageId = Guid.NewGuid().ToString("N");
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messageClone.AuthorName = agentName;
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// Clone and convert any text content to upper case.
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messageClone.Contents = x.Contents.Select(c => c switch
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{
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TextContent tc => new TextContent(tc.Text.ToUpperInvariant())
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{
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AdditionalProperties = tc.AdditionalProperties,
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Annotations = tc.Annotations,
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RawRepresentation = tc.RawRepresentation
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},
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_ => c
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}).ToList();
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return messageClone;
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});
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/// <summary>
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/// A thread type for our custom agent that only supports in memory storage of messages.
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/// </summary>
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internal sealed class CustomAgentThread : InMemoryAgentThread
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{
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internal CustomAgentThread() { }
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internal CustomAgentThread(JsonElement serializedThreadState, JsonSerializerOptions? jsonSerializerOptions = null)
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: base(serializedThreadState, jsonSerializerOptions) { }
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}
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}
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}
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@@ -0,0 +1,16 @@
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# Agent with Custom Implementation
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This sample demonstrates how to create a fully custom agent implementation without relying on external AI services.
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## Overview
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The sample creates a simple "parrot" agent that:
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- Converts user input to uppercase
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- Supports both synchronous and streaming invocation modes
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- Demonstrates the complete implementation requirements for a custom agent
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This pattern is useful when you need to:
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- Integrate with custom AI models or services
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- Create rule-based agents without AI
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- Build agents with specific custom logic
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