{"id":10591,"date":"2025-08-03T13:17:10","date_gmt":"2025-08-03T13:17:10","guid":{"rendered":"https:\/\/voice.ai\/hub\/?p=10591"},"modified":"2025-11-13T20:09:21","modified_gmt":"2025-11-13T20:09:21","slug":"how-to-create-an-ai-agent","status":"publish","type":"post","link":"https:\/\/voice.ai\/hub\/ai-voice-agents\/how-to-create-an-ai-agent\/","title":{"rendered":"How to Create an AI Agent and Improve Its Accuracy Over Time"},"content":{"rendered":"\n<p>Just as we\u2019ve grown accustomed to chatting with our friends online, we now expect the same from businesses. When we have a question, we want to reach out to a brand via a digital channel and get an immediate response. And if that response comes from an AI agent, we won\u2019t even bat an eye. We may not even realize we\u2019re talking to a bot. If you\u2019re wondering how to create an AI agent that can deliver a natural, human-like conversation, you\u2019re in the right place. This article will offer valuable insights of conversational AI companies to help you build an AI agent that not only works reliably from day one but also improves over time, becoming more innovative, more accurate, and more useful with every interaction.<br><br>Voice AI\u2019s <a href=\"https:\/\/voice.ai\/text-to-speech\/\" target=\"_blank\" rel=\"noreferrer noopener\">text-to-speech tool<\/a> can help you achieve your objectives. With this technology, you can create a voice for your AI agent that fits your brand and resonates with your customers. The more human and natural the voice sounds, the more likely your customers will engage with your AI agent and enjoy the experience.<\/p>\n\n\n\n<p>Curious about creating engaging interactions with your customers? <a href=\"https:\/\/voice.ai\/ai-voice-agents\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI voice agents<\/a> can help you develop natural-sounding responses that make conversations feel effortless.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What is an AI Agent&nbsp; in Simple Terms?<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/andres-siimon-BBqVpTE4vw4-unsplash-1-1024x576.jpg\" alt=\"AI model - How to Create an AI Agent \" class=\"wp-image-10592\" srcset=\"https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/andres-siimon-BBqVpTE4vw4-unsplash-1-1024x576.jpg 1024w, https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/andres-siimon-BBqVpTE4vw4-unsplash-1-300x169.jpg 300w, https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/andres-siimon-BBqVpTE4vw4-unsplash-1-768x432.jpg 768w, https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/andres-siimon-BBqVpTE4vw4-unsplash-1-1536x864.jpg 1536w, https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/andres-siimon-BBqVpTE4vw4-unsplash-1-2048x1152.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>An AI agent isn\u2019t just a chatbot or a scripted automation. It\u2019s an autonomous system capable of setting its own goals, making decisions, using external tools, and interacting with users or even other agents.<\/p>\n\n\n\n<p>It doesn\u2019t wait for commands; it can take initiative, analyze information, adapt to context, and act proactively. Put simply, while traditional AI responds to a command like <em>\u201cdo this,\u201d <\/em>an agent figures out what needs to be done, why it matters, and how to achieve it most effectively.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">How AI Agents Differ from Scripts and Integrations<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>Traditional Automation<\/strong><\/td><td><strong>AI Agent<\/strong><\/td><\/tr><tr><td>Rigid, rule-based behavior<\/td><td>Adaptive, context-aware decisions<\/td><\/tr><tr><td>No memory<\/td><td>Uses short- and long-term memory<\/td><\/tr><tr><td>Only reacts to triggers<\/td><td>Can act on its own initiative<\/td><\/tr><tr><td>Executes predefined steps<\/td><td>Chooses tools and actions freely<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">A Practical Example&nbsp;<\/h3>\n\n\n\n<p>Imagine receiving 10 emails a day with similar customer questions. Instead of replying manually or creating complex filtering rules, you set up an AI agent that:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Understands the intent behind each incoming message<\/li>\n\n\n\n<li>Retrieves relevant data from your knowledge base or CRM<\/li>\n\n\n\n<li>Write a personalized response in your preferred tone<\/li>\n\n\n\n<li>Sends the reply on your behalf<\/li>\n\n\n\n<li>Remembers recurring questions and improves reactions over time.&nbsp;<br><\/li>\n<\/ul>\n\n\n\n<p>At this point, the agent is no longer just a <em>\u201cbot\u201d; <\/em>it becomes an active part of your workflow. You can assign it a single task or make it a key component of a larger automation system.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What Can an AI Agent Do Today?<\/h3>\n\n\n\n<p>AI agents are already solving real-world problems in business operations, marketing, <a href=\"https:\/\/www.conductor.com\/academy\/content-creation\/\" target=\"_blank\" rel=\"noreferrer noopener\">content creation<\/a>, customer support, and automation. Their strength lies in autonomy, but their success depends on having a clear, focused role. Here are key areas where AI agents can be put to work:&nbsp;<br><br><strong>Email and Message Handling:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Categorizing and prioritizing incoming emails&nbsp;&nbsp;<\/li>\n\n\n\n<li>Automatically generating responses&nbsp;&nbsp;<\/li>\n\n\n\n<li>Smart routing of client inquiries&nbsp;&nbsp;<\/li>\n\n\n\n<li>Context-aware replies in chat or messengers&nbsp;<br><\/li>\n<\/ul>\n\n\n\n<p><strong>Content Generation and Editing:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Creating social media posts, <a href=\"https:\/\/www.bigcommerce.com\/articles\/ecommerce\/ecommerce-product-description\/\" target=\"_blank\" rel=\"noreferrer noopener\">product descriptions<\/a>, and newsletters&nbsp;&nbsp;<\/li>\n\n\n\n<li>Rewriting content in a specific tone or format&nbsp;&nbsp;<\/li>\n\n\n\n<li>Drafting reports, resumes, scripts, and summaries&nbsp;<br><\/li>\n<\/ul>\n\n\n\n<p><strong>Information Search and Analysis:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Retrieving info from the web or internal knowledge bases&nbsp;&nbsp;<\/li>\n\n\n\n<li>Comparing products, creating benchmark lists, and summaries&nbsp;&nbsp;<\/li>\n\n\n\n<li>Answering technical or legal questions based on internal docs&nbsp;<br><\/li>\n<\/ul>\n\n\n\n<p><strong>Task and Schedule Management:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Creating and assigning tasks in tools like Notion, Trello, and ClickUp&nbsp;&nbsp;<\/li>\n\n\n\n<li>Scheduling meetings, sending reminders&nbsp;&nbsp;<\/li>\n\n\n\n<li>Generating daily checklists and status reports&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><strong>API Integration and Workflow Automation:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Connecting to CRM, Google Sheets, Notion, Airtable, and more&nbsp;&nbsp;<\/li>\n\n\n\n<li>Executing commands via API (create, update, delete entries)&nbsp;&nbsp;<\/li>\n\n\n\n<li>Automating internal processes from lead tracking to reporting&nbsp;<br><\/li>\n<\/ul>\n\n\n\n<p>An AI agent isn\u2019t just a piece of tech; it\u2019s a second set of hands that handles the busywork and lets you focus on what matters.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Realistic AI Voiceovers in Seconds<\/h3>\n\n\n\n<p>Stop spending hours on voiceovers or settling for robotic-sounding narration. Voice.ai&#8217;s text-to-speech tool delivers natural, human-like voices that capture emotion and personality, perfect for content creators, developers, and educators who need professional audio fast.<\/p>\n\n\n\n<p>Choose from our library of AI voices, generate speech in multiple languages, and transform your projects with voiceovers that sound real. Try our <a href=\"https:\/\/voice.ai\/text-to-speech\/\" target=\"_blank\" rel=\"noreferrer noopener\">text-to-speech tool<\/a> for free today and hear the difference quality makes.&nbsp;&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Related Reading<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-for-sales\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI for Sales<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/ai-sales-agents\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI Sales Agents<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-in-retail\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI in Retail<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-in-insurance\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI in Insurance<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/voice-ordering-for-restaurants\/\" target=\"_blank\" rel=\"noreferrer noopener\">Voice Ordering for Restaurants<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-in-banking\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI in Banking<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-ecommerce\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI Ecommerce<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-ivr\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI IVR<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-design\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI Design<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-for-banking\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI for Banking<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">The Core Architecture of an AI Agent<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/julien-tromeur-6UDansS-rPI-unsplash-1024x576.jpg\" alt=\"AI Agent - How to Create an AI Agent \" class=\"wp-image-10593\" srcset=\"https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/julien-tromeur-6UDansS-rPI-unsplash-1024x576.jpg 1024w, https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/julien-tromeur-6UDansS-rPI-unsplash-300x169.jpg 300w, https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/julien-tromeur-6UDansS-rPI-unsplash-768x432.jpg 768w, https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/julien-tromeur-6UDansS-rPI-unsplash-1536x864.jpg 1536w, https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/julien-tromeur-6UDansS-rPI-unsplash-2048x1152.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Before building your agent, it\u2019s essential to understand what it\u2019s made of. Even the simplest AI agent functions as a system, with each part responsible for interpreting tasks, taking action, and maintaining context.<\/p>\n\n\n\n<p>Here are the core components that make up an AI agent:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Core (LLM \u2014 Large Language Model)<\/h3>\n\n\n\n<p>The brain of the agent. This is where models like Mistral, Claude, or Llama process input, make decisions, and generate responses. Your choice of model affects:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.indeed.com\/career-advice\/career-development\/product-quality\" target=\"_blank\" rel=\"noreferrer noopener\">Quality of understanding<\/a><\/li>\n\n\n\n<li>Processing costs<\/li>\n\n\n\n<li>Response time<\/li>\n<\/ul>\n\n\n\n<p>Whether you can run it locally or need an API.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Context and Memory<\/h3>\n\n\n\n<p>To act intelligently, an agent must remember:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Short-term memory:<\/strong> Recent interactions and ongoing sessions<\/li>\n\n\n\n<li><strong>Long-term memory:<\/strong> Stored knowledge, user preferences, past actions<\/li>\n<\/ul>\n\n\n\n<p>Can be implemented using:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Vector stores (e.g., Chroma, Weaviate)<\/li>\n\n\n\n<li>Google Sheets<\/li>\n\n\n\n<li>Simple JSON files or SQL databases<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Tools and Integrations<\/h3>\n\n\n\n<p>Tools expand the agent\u2019s capabilities, enabling it to interact with the outside world:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>APIs (CRM systems, Google Docs, Notion, Slack)<\/li>\n\n\n\n<li>Web search<\/li>\n\n\n\n<li>Image or code generation<\/li>\n\n\n\n<li>Databases and file systems<\/li>\n<\/ul>\n\n\n\n<p>The agent decides when and how to use these tools to complete a task.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Logic Orchestrator<\/h3>\n\n\n\n<p>This layer manages how the agent thinks: what steps it performs, in what order, and with what logic. Popular orchestrators include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LangChain: <\/strong>For linear or branched workflows;<\/li>\n\n\n\n<li><strong>LangGraph: <\/strong>For stateful, graph-based control;<\/li>\n\n\n\n<li><strong>AutoGen:<\/strong> For multi-agent systems;<\/li>\n\n\n\n<li><strong>n8n:<\/strong> A no-code tool for building automations and external integrations.<\/li>\n\n\n\n<li><strong>Botsify<\/strong>: A <a href=\"https:\/\/botsify.com\/\">whitelabel AI agency platform<\/a> that enables businesses to design, deploy, and orchestrate AI agents across chat, voice, and web interfaces \u2014 all without code<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">User Interface<\/h3>\n\n\n\n<p>To interact with your agent, you need a frontend. That could be:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Telegram bot<\/li>\n\n\n\n<li>Web interface<\/li>\n\n\n\n<li>Widget on your site<\/li>\n\n\n\n<li>Or even voice input<\/li>\n<\/ul>\n\n\n\n<p>And it doesn\u2019t have to be just one; your agent can respond on Telegram and post results to Google Docs simultaneously. These five components form the skeleton of an AI agent. Up next, we\u2019ll explore the different architectures and how these parts can work together depending on your goals.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI Agent Architecture Types<\/h3>\n\n\n\n<p>Now that you know the building blocks of an AI agent, the next step is choosing the exemplary architecture, which determines how these components interact and operate together. Architecture determines how your agent makes decisions, uses tools, delegates tasks, and scales.<\/p>\n\n\n\n<p>Here are four of the most common architectural models used in real-world AI agents.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Network Architecture<\/h4>\n\n\n\n<p>Multiple agents work collaboratively, each with a specialized role. They exchange messages, share results, and solve complex tasks together.<\/p>\n\n\n\n<p><strong>Example:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>One agent gathers data<\/li>\n\n\n\n<li>Another draws conclusions<\/li>\n\n\n\n<li>A third formats and delivers the output<\/li>\n<\/ul>\n\n\n\n<p><strong>Advantages:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Highly flexible<\/li>\n\n\n\n<li>Ideal for breaking down complex workflows<\/li>\n<\/ul>\n\n\n\n<p><strong>Best for:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Brainstorming or idea generation<\/li>\n\n\n\n<li>Multi-perspective processing<\/li>\n\n\n\n<li>Debate and evaluation-style scenarios<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Supervisor Architecture<\/h4>\n\n\n\n<p>A single central agent oversees the entire process. It analyzes the task, decides what needs to happen, and may call tools or helper agents as required.<\/p>\n\n\n\n<p><strong>Advantages:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Simple and efficient<\/li>\n\n\n\n<li>Great for building an intelligent assistant<\/li>\n<\/ul>\n\n\n\n<p><strong>Best for:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Single-task agents<\/li>\n\n\n\n<li>Centralized workflows, like answering emails or gathering data<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Supervisor with Tool-Calling<\/h4>\n\n\n\n<p>A variation of the previous model, but without secondary agents. The primary agent directly calls external tools, <a href=\"https:\/\/www.ibm.com\/think\/topics\/api\" target=\"_blank\" rel=\"noreferrer noopener\">APIs<\/a>, web search, and databases, and uses their output to complete the task. The key point is that tools are treated as functions, not agents.<\/p>\n\n\n\n<p><strong>Advantages:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Fewer moving parts<\/li>\n\n\n\n<li>Great for automating routine tasks<\/li>\n<\/ul>\n\n\n\n<p><strong>Best for:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Calendar, document, or task automation<\/li>\n\n\n\n<li>Knowledge-based responses using external data<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Hierarchical Architecture<\/h4>\n\n\n\n<p>A top-level agent delegates tasks to specialized sub-agents. Each handles a distinct part of the process.<\/p>\n\n\n\n<p><strong>Example:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>One gathers inputs<\/li>\n\n\n\n<li>Another analyzes them<\/li>\n\n\n\n<li>A third compiles the final report<\/li>\n<\/ul>\n\n\n\n<p><strong>Advantages:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Highly scalable<\/li>\n\n\n\n<li>Enables parallel task execution<\/li>\n<\/ul>\n\n\n\n<p><strong>Best for:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Multi-step, multi-role workflows<\/li>\n\n\n\n<li>Research, reporting, and analytics<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">How to Choose the Right Architecture<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>Use Case<\/strong><\/td><td><strong>Recommended Architecture<\/strong><\/td><\/tr><tr><td>Simple assistant agent<\/td><td>Supervisor (with tool-calling)<\/td><\/tr><tr><td>Multiple roles and tasks<\/td><td>Hierarchical<\/td><\/tr><tr><td>Agent collaboration on one task<\/td><td>Network<\/td><\/tr><tr><td>MVP with basic automation<\/td><td>Supervisor + n8n<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Related Reading<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/voice.ai\/hub\/tts\/conversational-ai-for-sales\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI for Sales<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/category\/ai-sales-agents\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI Sales Agents<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/tts\/conversational-ai-in-retail\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI in Retail<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/tts\/conversational-ai-in-insurance\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI in Insurance<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/tts\/conversational-ai-in-banking\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI in Banking<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/voice-technology\/voice-ordering-for-restaurants\/\" target=\"_blank\" rel=\"noreferrer noopener\">Voice Ordering for Restaurants<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/voice-technology\/conversational-ai-ivr\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI IVR<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/voice-technology\/conversational-ai-for-banking\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI for Banking<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/voice-technology\/conversational-ai-design\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI Design<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/tts\/conversational-ai-ecommerce\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI Ecommerce<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">How to Create an AI Agent and Optimize Its Performance<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/boitumelo-qniDxn6-qvY-unsplash-1024x683.jpg\" alt=\"Stuff Laying - How to Create an AI Agent \" class=\"wp-image-10594\" srcset=\"https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/boitumelo-qniDxn6-qvY-unsplash-1024x683.jpg 1024w, https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/boitumelo-qniDxn6-qvY-unsplash-300x200.jpg 300w, https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/boitumelo-qniDxn6-qvY-unsplash-768x512.jpg 768w, https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/boitumelo-qniDxn6-qvY-unsplash-1536x1024.jpg 1536w, https:\/\/voice.ai\/hub\/wp-content\/uploads\/2025\/08\/boitumelo-qniDxn6-qvY-unsplash-2048x1365.jpg 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Let&#8217;s build a practical agent that can research topics and write reports. This example demonstrates all five core components in action.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. Set Up the Environment<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Install required packages<\/h4>\n\n\n\n<p>pip install langchain langchain-openai tavily-python<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Set up environment variables<\/h4>\n\n\n\n<p>export OPENAI_API_KEY=&#8221;your-key-here&#8221;<\/p>\n\n\n\n<p>export TAVILY_API_KEY=&#8221;your-key-here&#8221;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. Initialize the Core Components<\/h3>\n\n\n\n<p>from langchain_openai import ChatOpenAI<\/p>\n\n\n\n<p>from langchain.agents import create_react_agent, AgentExecutor<\/p>\n\n\n\n<p>from langchain.memory import ConversationBufferMemory<\/p>\n\n\n\n<p>from langchain_community.tools.tavily_search import TavilySearchResults<\/p>\n\n\n\n<p>from langchain.tools import Tool<\/p>\n\n\n\n<p>from langchain import hub<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Initialize the LLM<\/h4>\n\n\n\n<p>llm = ChatOpenAI(model=&#8221;gpt-4.1-mini&#8221;, temperature=0)<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Set up memory<\/h4>\n\n\n\n<p>memory = ConversationBufferMemory(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;memory_key=&#8221;chat_history&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;return_messages=True<\/p>\n\n\n\n<p>)<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Configure tools<\/h4>\n\n\n\n<p>search = TavilySearchResults(max_results=5)<\/p>\n\n\n\n<p>tools = [<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;Tool(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;name=&#8221;Search&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;func=search.run,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;description=&#8221;Search for current information on any topic. Returns relevant results.&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;)<\/p>\n\n\n\n<p>]<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Load ReAct prompt (handles planning)<\/h4>\n\n\n\n<p>prompt = hub.pull(&#8220;hwchase17\/react&#8221;)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3. Create the Agent<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Create the ReAct agent<\/h4>\n\n\n\n<p>agent = create_react_agent(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;llm=llm,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;tools=tools,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;prompt=prompt<\/p>\n\n\n\n<p>)<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Set up the execution loop<\/h4>\n\n\n\n<p>agent_executor = AgentExecutor(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;agent=agent,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;tools=tools,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;memory=memory,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;verbose=True,&nbsp; # See the agent&#8217;s thinking process<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;handle_parsing_errors=True,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;max_iterations=10&nbsp; # Prevent infinite loops<\/p>\n\n\n\n<p>)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4. Run Your Agent<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Example: Research and report on AI agents<\/h4>\n\n\n\n<p>result = agent_executor.invoke({<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&#8220;input&#8221;: &#8220;Research the latest developments in AI agents for July 2025 and write a brief report highlighting the top 3 trends.&#8221;<\/p>\n\n\n\n<p>})<\/p>\n\n\n\n<p>print(result[&#8220;output&#8221;])<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">What Makes This Work<\/h4>\n\n\n\n<p>The agent will autonomously search multiple times, synthesize information, and produce a coherent report. It&#8217;s not following a script\u2014it&#8217;s dynamically deciding what to search for based on what it finds.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Advanced Techniques That Improve Performance<\/h3>\n\n\n\n<p>After analyzing thousands of agent interactions, here are the techniques that genuinely improve agent performance:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. Decomposition Over Role-Playing<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>What doesn&#8217;t work:<\/strong> Role prompting (e.g., &#8220;You are an expert researcher&#8230;&#8221;) has little to no effect on accuracy.<\/li>\n\n\n\n<li><strong>What does work:<\/strong> Asking agents to decompose problems into sub-tasks:<\/li>\n<\/ul>\n\n\n\n<p>decomposition_prompt = &#8220;&#8221;&#8221;<\/p>\n\n\n\n<p>Break this task into smaller steps:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>First, identify the key components<\/li>\n\n\n\n<li>Then, tackle each component separately<\/li>\n\n\n\n<li>Finally, synthesize the results<\/li>\n<\/ul>\n\n\n\n<p>Task: {task}&nbsp;<\/p>\n\n\n\n<p>&#8220;&#8221;&#8221;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. Self-Criticism and Reflection<\/h4>\n\n\n\n<p>Adding a self-criticism step dramatically improves output quality:<\/p>\n\n\n\n<p>reflection_prompt = &#8220;&#8221;&#8221;<\/p>\n\n\n\n<p>Review your previous response and identify:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Any logical errors or inconsistencies<\/li>\n\n\n\n<li>Missing important information<\/li>\n\n\n\n<li>Areas that could be clearer<\/li>\n<\/ul>\n\n\n\n<p>Previous response: {response}<\/p>\n\n\n\n<p>&#8220;&#8221;&#8221;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. Context Over Instructions<\/h4>\n\n\n\n<p>Context is massively underrated. Simply providing more relevant background information improves performance more than complex prompting techniques:<\/p>\n\n\n\n<p><strong>Less effective:<\/strong><\/p>\n\n\n\n<p>prompt = &#8220;Write a report about AI agents&#8221;<\/p>\n\n\n\n<p><strong>More effective:<\/strong><\/p>\n\n\n\n<p>prompt = &#8220;&#8221;&#8221;Write a report about AI agents.<\/p>\n\n\n\n<p>Context: AI agents are autonomous systems that can plan and execute tasks.&nbsp;<\/p>\n\n\n\n<p>They differ from chatbots by making dynamic decisions rather than following scripts.<\/p>\n\n\n\n<p>Key frameworks include LangChain, AutoGen, and CrewAI.<\/p>\n\n\n\n<p>The report is for technical readers familiar with AI concepts.<\/p>\n\n\n\n<p>&#8220;&#8221;&#8221;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Common Mistakes That Break AI Agents<\/h3>\n\n\n\n<p>Here are the top mistakes I see repeatedly:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. Infinite Loops Without Limits<\/h4>\n\n\n\n<p>Always set max_iterations: Agents can get stuck in loops. Set reasonable limits and implement timeout handling.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. Poor Tool Descriptions<\/h4>\n\n\n\n<p><strong>Bad:<\/strong><\/p>\n\n\n\n<p>Tool(name=&#8221;search&#8221;, description=&#8221;searches for stuff&#8221;)<\/p>\n\n\n\n<p><strong>Good:<\/strong><\/p>\n\n\n\n<p>Tool(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;name=&#8221;WebSearch&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;description=&#8221;Search the web for current information. Use for: recent news, current events, factual data, company information. Returns 5 most relevant results.&#8221;<\/p>\n\n\n\n<p>)<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. Ignoring Error States<\/h4>\n\n\n\n<p>Agents will encounter errors. Plan for them:<\/p>\n\n\n\n<p><strong>Try:<\/strong><\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;result = agent_executor.invoke({&#8220;input&#8221;: user_query})<\/p>\n\n\n\n<p>except Exception as e:&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Don&#8217;t just fail &#8211; help the agent recover<\/h4>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;recovery_prompt = f&#8221;The previous action failed with error: {e}. Try an alternative approach.&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;result = agent_executor.invoke({&#8220;input&#8221;: recovery_prompt})<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">4. Overlooking Token Costs<\/h4>\n\n\n\n<p>Agents can consume tokens rapidly. Monitor and optimize:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use smaller models when possible (GPT-4.1-mini vs GPT-4.1)<\/li>\n\n\n\n<li>Implement summary memory for long conversations<\/li>\n\n\n\n<li>Cache tool results to avoid repeated calls<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Production-Ready Agent Architectures<\/h3>\n\n\n\n<p>For production systems, choose your architecture based on your needs:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>Framework<\/strong><\/td><td><strong>Best For<\/strong><\/td><td><strong>Architecture<\/strong><\/td><td><strong>Key Strength<\/strong><\/td><\/tr><tr><td>LangChain + LangGraph<\/td><td>Complex single agents<\/td><td>Graph-based execution<\/td><td>Modular, extensive tools<\/td><\/tr><tr><td>AutoGen<\/td><td>Multi-agent systems&nbsp;<\/td><td>Event-driven actors<\/td><td>Agent collaboration<\/td><\/tr><tr><td>CrewAI<\/td><td>Team-based workflows<\/td><td>Role-based agents<\/td><td>Natural team dynamics<\/td><\/tr><tr><td>Custom<\/td><td>Specific requirements&nbsp;&nbsp;<\/td><td>Your choice<\/td><td>Natural team dynamics<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">LangChain + LangGraph Architecture<\/h3>\n\n\n\n<p>LangChain has evolved into the de facto standard for single-agent systems. The addition of LangGraph in 2025 brings sophisticated state management:<\/p>\n\n\n\n<p>from langgraph.graph import StateGraph, State<\/p>\n\n\n\n<p>from typing import TypedDict<\/p>\n\n\n\n<p>class AgentState(TypedDict):<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;messages: list<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;current_task: str<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;completed_tasks: list<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Define the Graph<\/h4>\n\n\n\n<p>workflow = StateGraph(AgentState)<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Add Nodes for Different Agent Capabilities<\/h4>\n\n\n\n<p>workflow.add_node(&#8220;researcher&#8221;, research_node)<\/p>\n\n\n\n<p>workflow.add_node(&#8220;writer&#8221;, writing_node)<\/p>\n\n\n\n<p>workflow.add_node(&#8220;reviewer&#8221;, review_node)<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Define the Flow<\/h4>\n\n\n\n<p>workflow.add_edge(&#8220;researcher&#8221;, &#8220;writer&#8221;)<\/p>\n\n\n\n<p>workflow.add_edge(&#8220;writer&#8221;, &#8220;reviewer&#8221;)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AutoGen Multi-Agent Architecture<\/h3>\n\n\n\n<p>Microsoft&#8217;s AutoGen excels when you need multiple specialized agents working together:<\/p>\n\n\n\n<p>import autogen<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Define Specialized Agents<\/h4>\n\n\n\n<p>researcher = autogen.AssistantAgent(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;name=&#8221;Researcher&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;system_message=&#8221;You are a research specialist. Find and verify information.&#8221;<\/p>\n\n\n\n<p>)<\/p>\n\n\n\n<p>writer = autogen.AssistantAgent(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;name=&#8221;Writer&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;system_message=&#8221;You are a technical writer. Create clear, accurate content.&#8221;<\/p>\n\n\n\n<p>)<\/p>\n\n\n\n<p>critic = autogen.AssistantAgent(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;name=&#8221;Critic&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;system_message=&#8221;You review work for accuracy and clarity. Be constructive but thorough.&#8221;<\/p>\n\n\n\n<p>)<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Create a Group Chat for Collaboration<\/h4>\n\n\n\n<p>groupchat = autogen.GroupChat(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;agents=[researcher, writer, critic],<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;messages=[],<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;max_round=10<\/p>\n\n\n\n<p>)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Real-World Examples of Working AI Agents<\/h3>\n\n\n\n<p>Let&#8217;s look at actual agents being used in production today (see more real working AI agent examples):<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. Customer Service Agent (E-commerce)<\/h4>\n\n\n\n<p>This agent handles complete customer interactions autonomously (learn more in our customer service automation guide):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Checks order status in the database<\/li>\n\n\n\n<li>Processes returns and refunds<\/li>\n\n\n\n<li>Updates shipping addresses<\/li>\n\n\n\n<li>Escalates complex issues to humans<\/li>\n<\/ul>\n\n\n\n<p><strong>Key Innovation: <\/strong>Uses multiple specialized tools (database queries, payment processing, shipping APIs) selected dynamically based on customer needs.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. Code Review Agent (Software Development)<\/h4>\n\n\n\n<p>Automatically reviews pull requests:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Analyzes code changes<\/li>\n\n\n\n<li>Runs security scans<\/li>\n\n\n\n<li>Suggests improvements<\/li>\n\n\n\n<li>Checks against coding standards<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. Research Assistant Agent (Content Creation)<\/h4>\n\n\n\n<p>Conducts comprehensive research:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Searches multiple sources<\/li>\n\n\n\n<li>Fact-checks information<\/li>\n\n\n\n<li>Synthesizes findings<\/li>\n\n\n\n<li>Generates citations<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Security Considerations for AI Agents<\/h3>\n\n\n\n<p>Critical Warning: Agent-based AI systems are far more vulnerable to attacks than chatbots. As agents start booking flights, sending emails, and executing code, the risks multiply exponentially.<\/p>\n\n\n\n<p><strong>Essential Security Measures:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Tool Permissions: <\/strong>Implement granular permissions for each tool<\/li>\n\n\n\n<li><strong>Action Validation: <\/strong>Require confirmation for irreversible actions<\/li>\n\n\n\n<li><strong>Prompt Injection Defense:<\/strong> Validate and sanitize all inputs<\/li>\n\n\n\n<li><strong>Audit Logging: <\/strong>Log every action for accountability<\/li>\n\n\n\n<li><strong>Human Oversight: <\/strong>Maintain kill switches and approval workflows<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Example: Secure Tool Execution<\/h4>\n\n\n\n<p>def execute_with_permission(action, requires_approval=True):<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;if requires_approval and action.risk_level == &#8220;high&#8221;:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;approval = request_human_approval(action)<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;if not approval:<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;return &#8220;Action denied by security policy\u201d&nbsp;&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Log the Action<\/h4>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;audit_log.record(action, user, timestamps&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Execute with Timeout<\/h4>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;return execute_with_timeout(action, timeout=30)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Testing and Debugging AI Agents<\/h3>\n\n\n\n<p>Testing agents requires a different approach than traditional software:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. Scenario-Based Testing<\/h4>\n\n\n\n<p>test_scenarios = [<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;{<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&#8220;input&#8221;: &#8220;Book a flight to NYC tomorrow&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&#8220;expected_tools&#8221;: [&#8220;calendar_check&#8221;, &#8220;flight_search&#8221;, &#8220;price_compare&#8221;],<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&#8220;expected_outcome&#8221;: &#8220;flight_options&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;},<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;{<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&#8220;input&#8221;: &#8220;Cancel my subscription and refund last month&#8221;,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&#8220;expected_tools&#8221;: [&#8220;account_lookup&#8221;, &#8220;subscription_cancel&#8221;, &#8220;refund_process&#8221;],<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&#8220;expected_outcome&#8221;: &#8220;confirmation&#8221;<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;}<\/p>\n\n\n\n<p>]<\/p>\n\n\n\n<p><strong>For scenario in test_scenarios:<\/strong><\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;result = agent_executor.invoke({&#8220;input&#8221;: scenario[&#8220;input&#8221;]})<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;assert all(tool in result[&#8220;tool_calls&#8221;] for tool in scenario[&#8220;expected_tools&#8221;])<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. Debugging Tools<\/h4>\n\n\n\n<p>Enable verbose logging to see the agent&#8217;s decision-making process:<\/p>\n\n\n\n<p>agent_executor = AgentExecutor(<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;agent=agent,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;tools=tools,<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;verbose=True,&nbsp; # Shows thinking process<\/p>\n\n\n\n<p>&nbsp;&nbsp;&nbsp;&nbsp;return_intermediate_steps=True&nbsp; # Returns all steps<\/p>\n\n\n\n<p>)<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">10 Ready-to-Use Agent System Prompts<\/h3>\n\n\n\n<p>Here are battle-tested system prompts for common agent types:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. Research Agent<\/h4>\n\n\n\n<p>You are a research agent with access to web search and document analysis tools. For each research task:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Break down the topic into key questions.<\/li>\n\n\n\n<li>Search for information from multiple sources.<\/li>\n\n\n\n<li>Verify facts by cross-referencing.<\/li>\n\n\n\n<li>Synthesize findings into a coherent summary.<\/li>\n\n\n\n<li>Include citations for all claims.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">2. Customer Support Agent<\/h4>\n\n\n\n<p>You are a customer support agent helping users with their accounts and orders. Available tools: order_lookup, refund_process, ticket_create, knowledge_base_search<\/p>\n\n\n\n<p><strong>Guidelines:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Always verify customer identity before accessing account information<\/li>\n\n\n\n<li>Search the knowledge base before escalating<\/li>\n\n\n\n<li>Be empathetic and solution-focused<\/li>\n\n\n\n<li><strong>Escalate to human support for: <\/strong>legal issues, threats, or requests outside your tools<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">3. Data Analysis Agent<\/h4>\n\n\n\n<p>You are a data analysis agent specializing in business intelligence. For each analysis request:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Clarify the business question<\/li>\n\n\n\n<li>Identify relevant data sources<\/li>\n\n\n\n<li>Perform analysis using appropriate statistical methods<\/li>\n\n\n\n<li>Visualize key findings<\/li>\n\n\n\n<li>Provide actionable recommendations<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">4. Code Assistant Agent<\/h4>\n\n\n\n<p>You are a coding assistant agent with access to the file system and execution tools.<\/p>\n\n\n\n<p><strong>Capabilities:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Read and analyze code<\/li>\n\n\n\n<li>Suggest improvements<\/li>\n\n\n\n<li>Implement changes<\/li>\n\n\n\n<li>Run tests<\/li>\n\n\n\n<li>Debug issues<\/li>\n<\/ul>\n\n\n\n<p><strong>Never:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Delete files without explicit permission.<\/li>\n\n\n\n<li>Modify system files.<\/li>\n\n\n\n<li>Execute potentially harmful commands.<\/li>\n\n\n\n<li>Store credentials in code.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">5. Content Creation Agent<\/h4>\n\n\n\n<p>You are a content creation agent specializing in viral content strategies.<\/p>\n\n\n\n<p><strong>Process:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Research trending topics in the specified niche.<\/li>\n\n\n\n<li>Analyze successful content patterns.<\/li>\n\n\n\n<li>Generate multiple content ideas.<\/li>\n\n\n\n<li>Create detailed content with engagement hooks.<\/li>\n\n\n\n<li>Suggest distribution strategies.<\/li>\n<\/ul>\n\n\n\n<p>Focus on authenticity and value over clickbait.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Try our Text-to-Speech Tool for Free Today<\/h2>\n\n\n\n<p><a href=\"https:\/\/voice.ai\/text-to-speech\/\" target=\"_blank\" rel=\"noreferrer noopener\">Voice AI<\/a> is all about creating realistic, human-like voiceovers for various applications. Our flagship product, Voice AI&#8217;s text-to-speech tool, uses the power of artificial intelligence to generate speech that sounds like a real person.<\/p>\n\n\n\n<p>With the ability to capture emotion and tone, our AI voices produce professional voiceovers that can help you elevate your projects and engage your audiences.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What Can You Do with Voice AI?&nbsp;<\/h3>\n\n\n\n<p>The applications for <a href=\"https:\/\/voice.ai\/text-to-speech\/\" target=\"_blank\" rel=\"noreferrer noopener\">Voice AI<\/a> technology are virtually unlimited, spanning every industry from education to entertainment. Educators can use AI voiceover tools to create engaging and customizable learning materials.<\/p>\n\n\n\n<p>Content creators can create narration for their podcasts, videos, and other projects. Game developers can create interactive experiences with customizable in-game narration. The list goes on!<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Related Reading<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-for-finance\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI for Finance<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-in-hospitality\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI Hospitality<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-analytics\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI Analytics<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-cold-calling\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI Cold Calling<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/examples-of-conversational-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Examples of Conversational AI<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/voice-ai-companies\/\" target=\"_blank\" rel=\"noreferrer noopener\">Voice AI Companies<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-ai-tools\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational AI Tools<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/air-ai-pricing\/\" target=\"_blank\" rel=\"noreferrer noopener\">Air AI Pricing<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/conversational-agents\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conversational Agents<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Learn how to create an AI agent by defining its purpose, choosing a platform, integrating tools, and testing its performance.<\/p>\n","protected":false},"author":1,"featured_media":10597,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[64],"tags":[],"class_list":["post-10591","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-voice-agents"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.9 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>How to Create an AI Agent and Improve Its Accuracy Over Time<\/title>\n<meta name=\"description\" content=\"Learn how to create an AI agent by defining its purpose, choosing a platform, integrating tools, and testing its performance.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/voice.ai\/hub\/ai-voice-agents\/how-to-create-an-ai-agent\/\" \/>\n<meta property=\"og:locale\" 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