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    <title>Forem: Akash Santra</title>
    <description>The latest articles on Forem by Akash Santra (@akash_santra_3c96613546c6).</description>
    <link>https://forem.com/akash_santra_3c96613546c6</link>
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      <title>Forem: Akash Santra</title>
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      <title>I Built an AI-Powered Real-Time Chat App with React, Node.js and Machine Learning</title>
      <dc:creator>Akash Santra</dc:creator>
      <pubDate>Fri, 27 Mar 2026 04:22:52 +0000</pubDate>
      <link>https://forem.com/akash_santra_3c96613546c6/i-built-an-ai-powered-real-time-chat-app-with-react-nodejs-and-machine-learning-52el</link>
      <guid>https://forem.com/akash_santra_3c96613546c6/i-built-an-ai-powered-real-time-chat-app-with-react-nodejs-and-machine-learning-52el</guid>
      <description>&lt;p&gt;&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4v8j1kdgjwxxiclljt0n.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4v8j1kdgjwxxiclljt0n.png" alt=" " width="800" height="264"&gt;&lt;/a&gt;I built a full-stack real-time chat application inspired by modern messaging platforms, but enhanced with AI automation and Machine Learning moderation.&lt;/p&gt;

&lt;p&gt;GitHub Repo: &lt;a href="https://github.com/Akash504-ai/Chat-app" rel="noopener noreferrer"&gt;https://github.com/Akash504-ai/Chat-app&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Live Demo: &lt;a href="https://chat-app-sooty-mu.vercel.app" rel="noopener noreferrer"&gt;https://chat-app-sooty-mu.vercel.app&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;What makes this project different?&lt;/p&gt;

&lt;p&gt;This is not just a basic chat app. It is designed like a production-ready communication platform with real-world features.&lt;/p&gt;

&lt;p&gt;Core Features&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Real-time one-to-one and group chat using Socket.io&lt;/li&gt;
&lt;li&gt;Message reactions, replies, pin and delete&lt;/li&gt;
&lt;li&gt;Seen status with tick indicators&lt;/li&gt;
&lt;li&gt;Global message search&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;AI and Machine Learning Features&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;AI chatbot integration using Groq API&lt;/li&gt;
&lt;li&gt;Toxic message detection using ML models&lt;/li&gt;
&lt;li&gt;Spam detection system&lt;/li&gt;
&lt;li&gt;Admin moderation pipeline&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Communication Features&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Voice and video calling using ZegoCloud&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Security and Authentication&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Secure login and signup&lt;/li&gt;
&lt;li&gt;Three-level security questions&lt;/li&gt;
&lt;li&gt;Password recovery with identity verification&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;UI and Customization&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Built with Tailwind CSS and DaisyUI&lt;/li&gt;
&lt;li&gt;Dynamic themes&lt;/li&gt;
&lt;li&gt;Custom chat wallpapers&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Admin Panel&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;User management system&lt;/li&gt;
&lt;li&gt;Report handling and moderation&lt;/li&gt;
&lt;li&gt;Analytics dashboard&lt;/li&gt;
&lt;li&gt;CSV export support&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Tech Stack&lt;/p&gt;

&lt;p&gt;Frontend&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;React.js&lt;/li&gt;
&lt;li&gt;Tailwind CSS&lt;/li&gt;
&lt;li&gt;DaisyUI&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Backend&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Node.js&lt;/li&gt;
&lt;li&gt;Express.js&lt;/li&gt;
&lt;li&gt;Socket.io&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Machine Learning Service&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;FastAPI&lt;/li&gt;
&lt;li&gt;Scikit-learn models&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Database&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;MongoDB&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Architecture&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Frontend handles UI and client logic&lt;/li&gt;
&lt;li&gt;Backend manages APIs and real-time communication&lt;/li&gt;
&lt;li&gt;ML service handles moderation and predictions&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This separation makes the system scalable and closer to real-world applications.&lt;/p&gt;

&lt;p&gt;What I Learned&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Building real-time systems with Socket.io&lt;/li&gt;
&lt;li&gt;Integrating Machine Learning into production apps&lt;/li&gt;
&lt;li&gt;Designing scalable architecture&lt;/li&gt;
&lt;li&gt;Handling complex chat state and features&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Future Improvements&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Improving ML models&lt;/li&gt;
&lt;li&gt;Adding push notifications&lt;/li&gt;
&lt;li&gt;Better mobile responsiveness&lt;/li&gt;
&lt;li&gt;UI and UX improvements&lt;/li&gt;
&lt;li&gt;Use webRTC instead of ZegoCloud&lt;/li&gt;
&lt;li&gt;Any feature which can improve this&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Contributing&lt;/p&gt;

&lt;p&gt;Contributions are welcome&lt;br&gt;
Feel free to fork the repository and submit a pull request.&lt;br&gt;
&lt;a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3xuzi95nomqzgfewjle3.png" class="article-body-image-wrapper"&gt;&lt;img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F3xuzi95nomqzgfewjle3.png" alt=" " width="800" height="264"&gt;&lt;/a&gt;&lt;/p&gt;

</description>
      <category>react</category>
      <category>machinelearning</category>
      <category>node</category>
      <category>ai</category>
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