Creating a Dating AI Coach

Table of Contents

1. Introduction
2. Setting Up the AI Assistant
   • Deploying Flow Wise on Render
   • Configuring Authentication
   • Adding Environment Variables
3. Building the Chat Flow with Flow Wise
   • Starting with an Agent or a Chain
   • Using Advanced Chat Models
   • Integrating Tools for CRM and Data
4. Setting up the Open AI Chat Model
   • Creating a Credential
   • Adjusting Temperature for Deterministic Answers
   • Configuring Memory with Zep
5. Allowing Tools in the Chat Flow
   • Using a Chain Tool for Document Retrieval
   • Integrating Language Models and Vector Stores
   • Adding PDF Files as Knowledge Base
6. Testing and Customizing the AI Assistant
   • Adding Prompts for Engaging Conversations
   • Utilizing Conversational Retrieval Chains
7. Conclusion

Building an AI Assistant with Long-Term Memory

In today's tutorial, we will be building an AI assistant using Flow Wise with a long-term memory. Flow Wise can be easily deployed on Render, making it a convenient and cost-effective solution. We will guide You through the step-by-step process of setting up the AI assistant, building the chat flow with Flow Wise, and testing and customizing the assistant to better meet your needs.

1. Introduction

The introduction will provide an overview of the topic, explaining the purpose and benefits of building an AI assistant with long-term memory.

2. Setting Up the AI Assistant

This section will cover the necessary steps to set up the AI assistant, including deploying Flow Wise on Render, configuring authentication, and adding environment variables.

2.1 Deploying Flow Wise on Render

In this subsection, we will guide you through the process of deploying Flow Wise on Render and provide the necessary links and instructions.

2.2 Configuring Authentication

To ensure the security of your AI assistant, we will walk you through the process of configuring authentication and obtaining the required API key.

2.3 Adding Environment Variables

In order to enhance the functionality of your AI assistant, we will Show you how to add environment variables and their values.

3. Building the Chat Flow with Flow Wise

This section will focus on the process of building the chat flow using Flow Wise, including starting with an agent or a chain and integrating advanced chat models and tools.

3.1 Starting with an Agent or a Chain

We will explain the difference between starting the chat flow with an agent or a chain and provide examples of each.

3.2 Using Advanced Chat Models

For a more sophisticated chat flow, we will demonstrate how to integrate advanced chat models that can decide what actions to take and utilize various tools for enhanced functionality.

3.3 Integrating Tools for CRM and Data

In this subsection, we will show you how to integrate tools such as CRM and data loaders to further enhance your AI assistant's capabilities.

4. Setting up the Open AI Chat Model

This section will guide you through the process of setting up the Open AI chat model within Flow Wise, including creating a credential and adjusting temperature for deterministic answers.

4.1 Creating a Credential

We will walk you through the process of creating a credential for the Open AI chat model and explain its importance in the chat flow.

4.2 Adjusting Temperature for Deterministic Answers

To provide more accurate and controlled responses, we will show you how to adjust the temperature setting within the Open AI chat model.

5. Allowing Tools in the Chat Flow

This section will focus on allowing tools within the chat flow, including using a chain tool for document retrieval and integrating language models and vector stores.

5.1 Using a Chain Tool for Document Retrieval

We will explain the concept of a chain tool and how it can be used to retrieve information from documents, such as PDF files.

5.2 Integrating Language Models and Vector Stores

In this subsection, we will guide you through the process of integrating language models and vector stores within the chat flow for enhanced information retrieval.

5.3 Adding PDF Files as Knowledge Base

To expand the knowledge base of your AI assistant, we will show you how to add PDF files as a valuable source of information.

6. Testing and Customizing the AI Assistant

This section will cover the testing and customization of the AI assistant, including adding prompts for engaging conversations and utilizing conversational retrieval chains.

6.1 Adding Prompts for Engaging Conversations

We will demonstrate how to add prompts to generate engaging and thought-provoking conversations with your AI assistant.

6.2 Utilizing Conversational Retrieval Chains

To further enhance the knowledge base of your AI assistant, we will show you how to utilize conversational retrieval chains for document searches and summaries.

7. Conclusion

In the conclusion, we will summarize the key points discussed in the article and highlight the benefits of building an AI assistant with long-term memory.

Highlights

• Building an AI assistant with long-term memory using Flow Wise on Render
• Setting up authentication and environment variables for enhanced security
• Building a chat flow with agents, advanced chat models, and integrated tools
• Utilizing the Open AI chat model for accurate and controlled responses
• Adding document retrieval capabilities and expanding the knowledge base
• Testing and customizing the AI assistant for engaging conversations

FAQ

Q: Can I deploy Flow Wise on a different platform other than Render? A: While Render is recommended for its ease of use and cost-effectiveness, Flow Wise can be deployed on other platforms as well.

Q: Can I use Flow Wise for free? A: Yes, Flow Wise can be used for free on Render, with the option to upgrade for additional features and resources.

Q: How can I integrate CRM and data loaders with Flow Wise? A: Flow Wise provides tools and APIs for integrating with various CRM and data loading services. The process may vary depending on the specific tools you want to integrate.

Q: Can I add my own custom prompts for the AI assistant? A: Yes, you can add custom prompts to guide the conversation and elicit specific responses from the AI assistant.

Q: Is it possible to retrieve information from PDF files with the AI assistant? A: Yes, Flow Wise allows you to add PDF files as a knowledge base and retrieve information from them using document retrieval chains.

Q: Can I test and customize the AI assistant according to my specific needs? A: Yes, Flow Wise provides flexibility for testing and customizing the AI assistant, allowing you to tailor it to your requirements.

Q: What are the advantages of building an AI assistant with long-term memory? A: An AI assistant with long-term memory can retain information from previous conversations, providing more contextually relevant and personalized responses.