wehub-resource-sync
242 lines
10 KiB
C#
242 lines
10 KiB
C#
// Copyright (c) Microsoft. All rights reserved.
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using Microsoft.SemanticKernel;
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namespace Examples;
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/// <summary>
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/// This example demonstrates how to use prompts as described at
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/// https://learn.microsoft.com/semantic-kernel/prompts/your-first-prompt
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/// </summary>
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public class Prompts(ITestOutputHelper output) : BaseTest(output)
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{
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[Fact]
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public async Task RunAsync()
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{
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Console.WriteLine("======== Prompts ========");
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string? endpoint = TestConfiguration.AzureOpenAI.Endpoint;
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string? modelId = TestConfiguration.AzureOpenAI.ChatModelId;
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string? apiKey = TestConfiguration.AzureOpenAI.ApiKey;
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if (endpoint is null || modelId is null || apiKey is null)
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{
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Console.WriteLine("Azure OpenAI credentials not found. Skipping example.");
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return;
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}
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// <KernelCreation>
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Kernel kernel = Kernel.CreateBuilder()
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.AddAzureOpenAIChatCompletion(modelId, endpoint, apiKey)
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.Build();
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// </KernelCreation>
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// 0.0 Initial prompt
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//////////////////////////////////////////////////////////////////////////////////
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string request = "I want to send an email to the marketing team celebrating their recent milestone.";
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string prompt = $"What is the intent of this request? {request}";
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/* Uncomment this code to make this example interactive
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// <InitialPrompt>
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Console.Write("Your request: ");
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string request = ReadLine()!;
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string prompt = $"What is the intent of this request? {request}";
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// </InitialPrompt>
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*/
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Console.WriteLine("0.0 Initial prompt");
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// <InvokeInitialPrompt>
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Console.WriteLine(await kernel.InvokePromptAsync(prompt));
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// </InvokeInitialPrompt>
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// 1.0 Make the prompt more specific
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//////////////////////////////////////////////////////////////////////////////////
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// <MoreSpecificPrompt>
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prompt = @$"What is the intent of this request? {request}
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You can choose between SendEmail, SendMessage, CompleteTask, CreateDocument.";
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// </MoreSpecificPrompt>
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Console.WriteLine("1.0 Make the prompt more specific");
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Console.WriteLine(await kernel.InvokePromptAsync(prompt));
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// 2.0 Add structure to the output with formatting
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//////////////////////////////////////////////////////////////////////////////////
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// <StructuredPrompt>
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prompt = @$"Instructions: What is the intent of this request?
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Choices: SendEmail, SendMessage, CompleteTask, CreateDocument.
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User Input: {request}
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Intent: ";
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// </StructuredPrompt>
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Console.WriteLine("2.0 Add structure to the output with formatting");
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Console.WriteLine(await kernel.InvokePromptAsync(prompt));
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// 2.1 Add structure to the output with formatting (using Markdown and JSON)
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//////////////////////////////////////////////////////////////////////////////////
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// <FormattedPrompt>
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prompt = $$"""
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## Instructions
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Provide the intent of the request using the following format:
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```json
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{
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"intent": {intent}
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}
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```
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## Choices
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You can choose between the following intents:
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```json
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["SendEmail", "SendMessage", "CompleteTask", "CreateDocument"]
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```
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## User Input
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The user input is:
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```json
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{
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"request": "{{request}}"
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}
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```
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## Intent
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""";
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// </FormattedPrompt>
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Console.WriteLine("2.1 Add structure to the output with formatting (using Markdown and JSON)");
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Console.WriteLine(await kernel.InvokePromptAsync(prompt));
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// 3.0 Provide examples with few-shot prompting
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//////////////////////////////////////////////////////////////////////////////////
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// <FewShotPrompt>
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prompt = @$"Instructions: What is the intent of this request?
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Choices: SendEmail, SendMessage, CompleteTask, CreateDocument.
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User Input: Can you send a very quick approval to the marketing team?
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Intent: SendMessage
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User Input: Can you send the full update to the marketing team?
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Intent: SendEmail
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User Input: {request}
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Intent: ";
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// </FewShotPrompt>
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Console.WriteLine("3.0 Provide examples with few-shot prompting");
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Console.WriteLine(await kernel.InvokePromptAsync(prompt));
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// 4.0 Tell the AI what to do to avoid doing something wrong
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//////////////////////////////////////////////////////////////////////////////////
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// <AvoidPrompt>
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prompt = $"""
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Instructions: What is the intent of this request?
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If you don't know the intent, don't guess; instead respond with "Unknown".
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Choices: SendEmail, SendMessage, CompleteTask, CreateDocument, Unknown.
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User Input: Can you send a very quick approval to the marketing team?
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Intent: SendMessage
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User Input: Can you send the full update to the marketing team?
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Intent: SendEmail
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User Input: {request}
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Intent:
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""";
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// </AvoidPrompt>
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Console.WriteLine("4.0 Tell the AI what to do to avoid doing something wrong");
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Console.WriteLine(await kernel.InvokePromptAsync(prompt));
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// 5.0 Provide context to the AI
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//////////////////////////////////////////////////////////////////////////////////
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// <ContextPrompt>
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string history = """
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User input: I hate sending emails, no one ever reads them.
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AI response: I'm sorry to hear that. Messages may be a better way to communicate.
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""";
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prompt = $"""
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Instructions: What is the intent of this request?
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If you don't know the intent, don't guess; instead respond with "Unknown".
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Choices: SendEmail, SendMessage, CompleteTask, CreateDocument, Unknown.
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User Input: Can you send a very quick approval to the marketing team?
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Intent: SendMessage
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User Input: Can you send the full update to the marketing team?
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Intent: SendEmail
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{history}
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User Input: {request}
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Intent:
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""";
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// </ContextPrompt>
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Console.WriteLine("5.0 Provide context to the AI");
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Console.WriteLine(await kernel.InvokePromptAsync(prompt));
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// 6.0 Using message roles in chat completion prompts
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//////////////////////////////////////////////////////////////////////////////////
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// <RolePrompt>
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history = """
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<message role="user">I hate sending emails, no one ever reads them.</message>
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<message role="assistant">I'm sorry to hear that. Messages may be a better way to communicate.</message>
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""";
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prompt = $"""
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<message role="system">Instructions: What is the intent of this request?
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If you don't know the intent, don't guess; instead respond with "Unknown".
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Choices: SendEmail, SendMessage, CompleteTask, CreateDocument, Unknown.</message>
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<message role="user">Can you send a very quick approval to the marketing team?</message>
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<message role="system">Intent:</message>
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<message role="assistant">SendMessage</message>
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<message role="user">Can you send the full update to the marketing team?</message>
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<message role="system">Intent:</message>
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<message role="assistant">SendEmail</message>
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{history}
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<message role="user">{request}</message>
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<message role="system">Intent:</message>
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""";
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// </RolePrompt>
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Console.WriteLine("6.0 Using message roles in chat completion prompts");
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Console.WriteLine(await kernel.InvokePromptAsync(prompt));
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// 7.0 Give your AI words of encouragement
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//////////////////////////////////////////////////////////////////////////////////
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// <BonusPrompt>
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history = """
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<message role="user">I hate sending emails, no one ever reads them.</message>
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<message role="assistant">I'm sorry to hear that. Messages may be a better way to communicate.</message>
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""";
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prompt = $"""
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<message role="system">Instructions: What is the intent of this request?
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If you don't know the intent, don't guess; instead respond with "Unknown".
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Choices: SendEmail, SendMessage, CompleteTask, CreateDocument, Unknown.
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Bonus: You'll get $20 if you get this right.</message>
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<message role="user">Can you send a very quick approval to the marketing team?</message>
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<message role="system">Intent:</message>
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<message role="assistant">SendMessage</message>
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<message role="user">Can you send the full update to the marketing team?</message>
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<message role="system">Intent:</message>
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<message role="assistant">SendEmail</message>
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{history}
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<message role="user">{request}</message>
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<message role="system">Intent:</message>
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""";
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// </BonusPrompt>
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Console.WriteLine("7.0 Give your AI words of encouragement");
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Console.WriteLine(await kernel.InvokePromptAsync(prompt));
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}
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}
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