├── .gitattributes
├── .gitignore
├── App.xaml
├── App.xaml.cs
├── ApprovalTerminationStrategy.cs
├── AssemblyInfo.cs
├── LICENSE.txt
├── MainWindow.xaml
├── MainWindow.xaml.cs
├── MultiAgent.cs
├── QuestionnaireMultiagent.csproj
├── QuestionnaireMultiagent.sln
├── README.md
└── SearchFunctionFilter.cs
/.gitattributes:
--------------------------------------------------------------------------------
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/App.xaml:
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1 |
6 |
7 |
8 |
9 |
10 |
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/App.xaml.cs:
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1 | using System.Configuration;
2 | using System.Data;
3 | using System.Windows;
4 |
5 | namespace QuestionnaireMultiagent
6 | {
7 | ///
8 | /// Interaction logic for App.xaml
9 | ///
10 | public partial class App : Application
11 | {
12 | }
13 |
14 | }
15 |
--------------------------------------------------------------------------------
/ApprovalTerminationStrategy.cs:
--------------------------------------------------------------------------------
1 | using Microsoft.SemanticKernel.Agents.Chat;
2 | using Microsoft.SemanticKernel.Agents;
3 | using Microsoft.SemanticKernel;
4 | using System;
5 | using System.Collections.Generic;
6 | using System.Linq;
7 | using System.Text;
8 | using System.Threading.Tasks;
9 |
10 | #pragma warning disable SKEXP0110, SKEXP0001
11 |
12 | namespace QuestionnaireMultiagent
13 | {
14 | class ApprovalTerminationStrategy : TerminationStrategy
15 | {
16 | // Terminate when the final message contains the term "approve"
17 | protected override Task ShouldAgentTerminateAsync(Agent agent, IReadOnlyList history, CancellationToken cancellationToken)
18 | => Task.FromResult(history[history.Count - 1].Content?.Contains("approve", StringComparison.OrdinalIgnoreCase) ?? false);
19 | }
20 | }
21 |
--------------------------------------------------------------------------------
/AssemblyInfo.cs:
--------------------------------------------------------------------------------
1 | using System.Windows;
2 |
3 | [assembly: ThemeInfo(
4 | ResourceDictionaryLocation.None, //where theme specific resource dictionaries are located
5 | //(used if a resource is not found in the page,
6 | // or application resource dictionaries)
7 | ResourceDictionaryLocation.SourceAssembly //where the generic resource dictionary is located
8 | //(used if a resource is not found in the page,
9 | // app, or any theme specific resource dictionaries)
10 | )]
11 |
--------------------------------------------------------------------------------
/LICENSE.txt:
--------------------------------------------------------------------------------
1 | MIT License
2 |
3 | Copyright (c) [year] [fullname]
4 |
5 | Permission is hereby granted, free of charge, to any person obtaining a copy
6 | of this software and associated documentation files (the "Software"), to deal
7 | in the Software without restriction, including without limitation the rights
8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
9 | copies of the Software, and to permit persons to whom the Software is
10 | furnished to do so, subject to the following conditions:
11 |
12 | The above copyright notice and this permission notice shall be included in all
13 | copies or substantial portions of the Software.
14 |
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21 | SOFTWARE.
22 |
--------------------------------------------------------------------------------
/MainWindow.xaml:
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1 |
6 |
7 |
8 |
9 |
10 |
11 |
12 |
13 |
14 |
15 |
16 |
17 |
18 |
19 |
20 |
21 |
22 |
23 |
24 |
25 |
26 |
27 |
28 |
29 |
30 |
31 |
32 |
33 |
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/MainWindow.xaml.cs:
--------------------------------------------------------------------------------
1 | using System.Text;
2 | using System.Windows;
3 | using System.Windows.Controls;
4 | using System.Windows.Data;
5 | using System.Windows.Documents;
6 | using System.Windows.Input;
7 | using System.Windows.Media;
8 | using System.Windows.Media.Imaging;
9 | using System.Windows.Navigation;
10 | using System.Windows.Shapes;
11 |
12 | namespace QuestionnaireMultiagent
13 | {
14 | ///
15 | /// Interaction logic for MainWindow.xaml
16 | ///
17 | public partial class MainWindow : Window
18 | {
19 | MultiAgent? multiAgent;
20 | public MainWindow()
21 | {
22 | InitializeComponent();
23 | multiAgent = new MultiAgent(this);
24 | this.DataContext = multiAgent;
25 | }
26 |
27 | private async void AskButton_Click(object sender, RoutedEventArgs e)
28 | {
29 | await multiAgent.askQuestion();
30 | }
31 | private void QuestionBox_KeyDown(object sender, KeyEventArgs e)
32 | {
33 | if (e.Key == Key.Enter)
34 | {
35 | AskButton_Click(sender, e);
36 | }
37 | }
38 | }
39 | }
--------------------------------------------------------------------------------
/MultiAgent.cs:
--------------------------------------------------------------------------------
1 | using System;
2 | using System.Collections.Generic;
3 | using System.Linq;
4 | using System.Text;
5 | using System.Threading.Tasks;
6 | using System.ComponentModel;
7 | using Microsoft.SemanticKernel;
8 | using Microsoft.SemanticKernel.Agents;
9 | using Microsoft.SemanticKernel.Agents.OpenAI;
10 | using Microsoft.SemanticKernel.ChatCompletion;
11 | using Microsoft.SemanticKernel.Connectors.OpenAI;
12 | using Microsoft.SemanticKernel.Agents.Chat;
13 | using Microsoft.SemanticKernel.Plugins.Web;
14 | using Microsoft.SemanticKernel.Plugins.Web.Bing;
15 | using System.Net;
16 | using System.Threading;
17 | using Microsoft.Extensions.DependencyInjection;
18 | using System.Windows.Controls;
19 | using System.Windows.Documents;
20 | using System.Reflection.Metadata;
21 | using System.Windows.Media;
22 |
23 | #pragma warning disable SKEXP0110, SKEXP0001, SKEXP0050, CS8600, CS8604
24 |
25 | namespace QuestionnaireMultiagent
26 | {
27 | class MultiAgent : INotifyPropertyChanged
28 | {
29 | MainWindow? mainWindow;
30 |
31 | string? DEPLOYMENT_NAME = Environment.GetEnvironmentVariable("AZURE_OPENAI_MODEL_DEPLOYMENT");
32 | string? ENDPOINT = Environment.GetEnvironmentVariable("AZURE_OPENAI_ENDPOINT");
33 | string? API_KEY = Environment.GetEnvironmentVariable("AZURE_OPENAI_API_KEY");
34 | string? BING_API_KEY = Environment.GetEnvironmentVariable("BING_API_KEY");
35 |
36 | private int _CharacterLimit = 2000;
37 | public int CharacterLimit
38 | {
39 | get { return _CharacterLimit; }
40 | set
41 | {
42 | if (_CharacterLimit != value)
43 | {
44 | _CharacterLimit = value;
45 | OnPropertyChanged("CharacterLimit");
46 | }
47 | }
48 | }
49 |
50 | private string _Context = "Microsoft Azure AI";
51 | public string Context
52 | {
53 | get { return _Context; }
54 | set
55 | {
56 | if (_Context != value)
57 | {
58 | _Context = value;
59 | updatePrompts();
60 | OnPropertyChanged("Context");
61 | }
62 | }
63 | }
64 |
65 | public event PropertyChangedEventHandler? PropertyChanged;
66 |
67 | protected virtual void OnPropertyChanged(string propertyName)
68 | {
69 | PropertyChanged?.Invoke(this, new PropertyChangedEventArgs(propertyName));
70 | }
71 |
72 | private string _Question = "Does your service offer video generative AI?";
73 | public string Question
74 | {
75 | get { return _Question; }
76 | set
77 | {
78 | if (_Question != value)
79 | {
80 | _Question = value;
81 | OnPropertyChanged("Question");
82 | }
83 | }
84 | }
85 |
86 | string? QuestionAnswererPrompt;
87 | string? AnswerCheckerPrompt;
88 | string? LinkCheckerPrompt;
89 | string? ManagerPrompt;
90 | public MultiAgent(MainWindow mainWindow)
91 | {
92 | this.mainWindow = mainWindow;
93 | updatePrompts();
94 | }
95 |
96 | public async Task askQuestion()
97 | {
98 | //AgentResponse = "Agents running...\n";
99 | //Remove all the text in mainWindow.ResponseBox
100 | mainWindow.ResponseBox.Document.Blocks.Clear();
101 |
102 | var builder = Kernel.CreateBuilder();
103 | builder.Services.AddSingleton();
104 |
105 | Kernel kernel = builder.AddAzureOpenAIChatCompletion(
106 | deploymentName: DEPLOYMENT_NAME,
107 | endpoint: ENDPOINT,
108 | apiKey: API_KEY)
109 | .Build();
110 |
111 | BingConnector bing = new BingConnector(BING_API_KEY);
112 |
113 | kernel.ImportPluginFromObject(new WebSearchEnginePlugin(bing), "bing");
114 |
115 | ChatCompletionAgent QuestionAnswererAgent =
116 | new()
117 | {
118 | Instructions = QuestionAnswererPrompt,
119 | Name = "QuestionAnswererAgent",
120 | Kernel = kernel,
121 | ExecutionSettings = new OpenAIPromptExecutionSettings
122 | {
123 | ToolCallBehavior = ToolCallBehavior.AutoInvokeKernelFunctions
124 | }
125 | };
126 |
127 | ChatCompletionAgent AnswerCheckerAgent =
128 | new()
129 | {
130 | Instructions = AnswerCheckerPrompt,
131 | Name = "AnswerCheckerAgent",
132 | Kernel = kernel,
133 | ExecutionSettings = new OpenAIPromptExecutionSettings
134 | {
135 | ToolCallBehavior = ToolCallBehavior.AutoInvokeKernelFunctions
136 | }
137 | };
138 |
139 | ChatCompletionAgent LinkCheckerAgent =
140 | new()
141 | {
142 | Instructions = LinkCheckerPrompt,
143 | Name = "LinkCheckerAgent",
144 | Kernel = kernel
145 | };
146 |
147 | ChatCompletionAgent ManagerAgent =
148 | new()
149 | {
150 | Instructions = ManagerPrompt,
151 | Name = "ManagerAgent",
152 | Kernel = kernel
153 | };
154 |
155 | AgentGroupChat chat =
156 | new(QuestionAnswererAgent, AnswerCheckerAgent, LinkCheckerAgent, ManagerAgent)
157 | {
158 | ExecutionSettings =
159 | new()
160 | {
161 | TerminationStrategy =
162 | new ApprovalTerminationStrategy()
163 | {
164 | Agents = [ManagerAgent],
165 | MaximumIterations = 25,
166 | }
167 | }
168 | };
169 |
170 | string input = Question;
171 |
172 | chat.AddChatMessage(new ChatMessageContent(AuthorRole.User, input));
173 |
174 | updateResponseBox("Question", input);
175 |
176 | string finalAnswer = "";
177 |
178 | await foreach (var content in chat.InvokeAsync())
179 | {
180 | Color color;
181 | switch (content.AuthorName)
182 | {
183 | case "QuestionAnswererAgent":
184 | color = Colors.Black;
185 | //We assume here that the last time the QuestionAnswererAgent is called, it will have the final answer
186 | finalAnswer = content.Content;
187 | break;
188 | case "AnswerCheckerAgent":
189 | color = Colors.Blue;
190 | break;
191 | case "LinkCheckerAgent":
192 | color = Colors.DarkGoldenrod;
193 | break;
194 | case "ManagerAgent":
195 | color = Colors.DarkGreen;
196 | break;
197 | }
198 |
199 | updateResponseBox(content.AuthorName,content.Content,color);
200 | }
201 | }
202 |
203 | public void updatePrompts()
204 | {
205 | QuestionAnswererPrompt = $"""
206 | You are a question answerer for {Context}.
207 | You take in questions from a questionnaire and emit the answers from the perspective of {Context},
208 | using documentation from the public web. You also emit links to any websites you find that help answer the questions.
209 | Do not address the user as 'you' - make all responses solely in the third person.
210 | If you do not find information on a topic, you simply respond that there is no information available on that topic.
211 | You will emit an answer that is no greater than {CharacterLimit} characters in length.
212 | """;
213 |
214 | AnswerCheckerPrompt = $"""
215 | You are an answer checker for {Context}. Your responses always start with either the words ANSWER CORRECT or ANSWER INCORRECT.
216 | Given a question and an answer, you check the answer for accuracy regarding {Context},
217 | using public web sources when necessary. If everything in the answer is true, you verify the answer by responding "ANSWER CORRECT." with no further explanation.
218 | You also ensure that the answer is no greater than {CharacterLimit} characters in length.
219 | Otherwise, you respond "ANSWER INCORRECT - " and add the portion that is incorrect.
220 | You do not output anything other than "ANSWER CORRECT" or "ANSWER INCORRECT - ".
221 | """;
222 |
223 | LinkCheckerPrompt = """
224 | You are a link checker. Your responses always start with either the words LINKS CORRECT or LINK INCORRECT.
225 | Given a question and an answer that contains links, you verify that the links are working,
226 | using public web sources when necessary. If all links are working, you verify the answer by responding "LINKS CORRECT" with no further explanation.
227 | Otherwise, for each bad link, you respond "LINK INCORRECT - " and add the link that is incorrect.
228 | You do not output anything other than "LINKS CORRECT" or "LINK INCORRECT - ".
229 | """;
230 |
231 | ManagerPrompt = """
232 | You are a manager which reviews the question, the answer to the question, and the links.
233 | If the answer checker replies "ANSWER INCORRECT", or the link checker replies "LINK INCORRECT," you can reply "reject" and ask the question answerer to correct the answer.
234 | Once the question has been answered properly, you can approve the request by just responding "approve".
235 | You do not output anything other than "reject" or "approve".
236 | """;
237 | }
238 |
239 | public void updateResponseBox(string sender, string response)
240 | {
241 | updateResponseBox(sender, response, Colors.Black);
242 | }
243 |
244 | public void updateResponseBox(string sender, string response, Color color)
245 | {
246 | //Update mainWindow.ResponseBox to add the sender in bold, a colon, a space, and the response in normal text
247 | Paragraph paragraph = new Paragraph();
248 | Bold bold = new Bold(new Run(sender + ": "));
249 |
250 | bold.Foreground = new SolidColorBrush(color);
251 |
252 | paragraph.Inlines.Add(bold);
253 | Run run = new Run(response);
254 | paragraph.Inlines.Add(run);
255 | mainWindow.ResponseBox.Document.Blocks.Add(paragraph);
256 | }
257 | }
258 | }
259 |
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/QuestionnaireMultiagent.csproj:
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1 |
2 |
3 |
4 | WinExe
5 | net8.0-windows
6 | enable
7 | enable
8 | true
9 |
10 |
11 |
12 |
13 |
14 |
15 |
16 |
17 |
18 |
19 |
20 |
21 |
22 |
23 |
24 |
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/QuestionnaireMultiagent.sln:
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1 |
2 | Microsoft Visual Studio Solution File, Format Version 12.00
3 | # Visual Studio Version 17
4 | VisualStudioVersion = 17.10.35027.167
5 | MinimumVisualStudioVersion = 10.0.40219.1
6 | Project("{FAE04EC0-301F-11D3-BF4B-00C04F79EFBC}") = "QuestionnaireMultiagent", "QuestionnaireMultiagent.csproj", "{71EB1B66-CF17-424D-821E-7E9150913A43}"
7 | EndProject
8 | Global
9 | GlobalSection(SolutionConfigurationPlatforms) = preSolution
10 | Debug|Any CPU = Debug|Any CPU
11 | Release|Any CPU = Release|Any CPU
12 | EndGlobalSection
13 | GlobalSection(ProjectConfigurationPlatforms) = postSolution
14 | {71EB1B66-CF17-424D-821E-7E9150913A43}.Debug|Any CPU.ActiveCfg = Debug|Any CPU
15 | {71EB1B66-CF17-424D-821E-7E9150913A43}.Debug|Any CPU.Build.0 = Debug|Any CPU
16 | {71EB1B66-CF17-424D-821E-7E9150913A43}.Release|Any CPU.ActiveCfg = Release|Any CPU
17 | {71EB1B66-CF17-424D-821E-7E9150913A43}.Release|Any CPU.Build.0 = Release|Any CPU
18 | EndGlobalSection
19 | GlobalSection(SolutionProperties) = preSolution
20 | HideSolutionNode = FALSE
21 | EndGlobalSection
22 | GlobalSection(ExtensibilityGlobals) = postSolution
23 | SolutionGuid = {AE699C6D-C387-42B2-BED5-6B47FCF368BA}
24 | EndGlobalSection
25 | EndGlobal
26 |
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/README.md:
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1 | # QuestionnaireMultiagent
2 |
3 | This uses Semantic Kernel and Azure OpenAI to create a multiagent system that answers questions and checks the answer.
4 |
5 | To use this, you'll need:
6 |
7 | .NET Core 8.0
8 |
9 | You'll need to define the following environment variables:
10 |
11 | AZURE_OPENAI_API_KEY - a key to an Azure OpenAI deployment
12 | AZURE_OPENAI_MODEL_DEPLOYMENT - an Azure OpenAI model deployment name that is active in your resource
13 | AZURE_OPENAI_ENDPOINT - an Azure OpenAI endpoint URL
14 | BING_API_KEY - a key to a Bing Search v7 resource
15 |
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/SearchFunctionFilter.cs:
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1 | using Microsoft.SemanticKernel;
2 | using System;
3 | using System.Collections.Generic;
4 | using System.Linq;
5 | using System.Text;
6 | using System.Threading.Tasks;
7 |
8 | #pragma warning disable SKEXP0001 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed.
9 | #pragma warning disable SKEXP0050 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed.
10 | #pragma warning disable SKEXP0110 // Type is for evaluation purposes only and is subject to change or removal in future updates. Suppress this diagnostic to proceed.
11 |
12 | namespace QuestionnaireMultiagent
13 | {
14 | class SearchFunctionFilter : IFunctionInvocationFilter
15 | {
16 | public async Task OnFunctionInvocationAsync(FunctionInvocationContext context, Func next)
17 | {
18 | // We'll restore the color after we're done
19 | var prevColor = Console.ForegroundColor;
20 |
21 | // Indicate that the assistant is calling a function, but only if it's not an internal function
22 | var isInternal = context.Function.Name.StartsWith("internal_");
23 | if (!isInternal)
24 | {
25 | var args = context.Arguments.Select(x => $"\"{x.Key}\": \"{x.Value}\"") ?? new List();
26 | var json = "{" + string.Join(",", args) + "}";
27 |
28 | Console.ForegroundColor = ConsoleColor.DarkGray;
29 | Console.Write($"\rassistant-function: {context.Function.Name}({json}) = ");
30 | }
31 |
32 | // Call the next middleware in the pipeline
33 | await next(context);
34 |
35 | // Indicate that the assistant has finished calling the function, but only if it's not an internal function
36 | if (!isInternal)
37 | {
38 | try
39 | {
40 | var result = context.Result.GetValue() ?? string.Empty;
41 | Console.WriteLine(result);
42 |
43 | Console.ForegroundColor = prevColor;
44 | Console.Write("\nAssistant: ");
45 | }
46 | catch (Exception)
47 | {
48 | }
49 | }
50 | }
51 | }
52 | }
53 |
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