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    <title>DEV Community: Hamza Rashid</title>
    <description>The latest articles on DEV Community by Hamza Rashid (@hamza_rashid_3ebfddd08172).</description>
    <link>https://dev.to/hamza_rashid_3ebfddd08172</link>
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      <title>DEV Community: Hamza Rashid</title>
      <link>https://dev.to/hamza_rashid_3ebfddd08172</link>
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    <item>
      <title>Built Meeting Agent With Gemini Live</title>
      <dc:creator>Hamza Rashid</dc:creator>
      <pubDate>Sat, 14 Mar 2026 20:31:29 +0000</pubDate>
      <link>https://dev.to/hamza_rashid_3ebfddd08172/build-meeting-agentwith-gemini-live-17oh</link>
      <guid>https://dev.to/hamza_rashid_3ebfddd08172/build-meeting-agentwith-gemini-live-17oh</guid>
      <description>&lt;p&gt;&lt;em&gt;This project is developed to enter the GeminiLiveAgentChallenge&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The idea:&lt;/strong&gt;&lt;br&gt;
We wanted a voice agent that actually joins meetings: listens, answers when you call it by name, and can search workspace tools, create meeting minutes, and create Jira tickets—all by voice. The goal was to use Gemini Live for real-time and low-latency voice.&lt;/p&gt;

&lt;p&gt;

  &lt;iframe src="https://www.youtube.com/embed/6GTauXJC1Vo"&gt;
  &lt;/iframe&gt;


&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Why Zoom Instead of Meet&lt;/strong&gt;&lt;br&gt;
We initially focused on Google Meet but Meet doesn’t provide a straightforward way to inject a&lt;br&gt;
bot as a participant with its own mic/speaker and access to meeting audio and chat. So we built it over Zoom keeping the same idea that it can be used for Meet if support is added.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;How it’s wired&lt;/strong&gt;&lt;br&gt;
The app has three main parts.&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;First, a meeting bot that joins the Zoom call, captures&lt;br&gt;
meeting audio, plays back the assistant’s voice, and can post to the meeting chat.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Second, a WebSocket server that sits between the bot and Gemini Live. It streams audio&lt;br&gt;
from the meeting to the Live API (&lt;em&gt;&lt;strong&gt;gemini-2.5-flash-native-audio-preview-09-2025&lt;/strong&gt;&lt;/em&gt;) and streams the model’s voice back to the bot.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Third, a Next.js app that handles auth, Drive/Jira API calls, and the UI for launching the bot and managing settings.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The voice agent is driven entirely by Gemini Live: it decides when to reply, when to call tools, and what to say.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Architecture&lt;/strong&gt;&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%2Fs609w57sgbth68nwc8dc.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%2Fs609w57sgbth68nwc8dc.png" alt=" "&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Deployed it on CloudRun (service + Job)&lt;/p&gt;

</description>
      <category>ai</category>
      <category>genai</category>
      <category>gemini</category>
      <category>geminiliveagentchallenge</category>
    </item>
    <item>
      <title>[Boost]</title>
      <dc:creator>Hamza Rashid</dc:creator>
      <pubDate>Sun, 01 Jun 2025 10:03:01 +0000</pubDate>
      <link>https://dev.to/hamza_rashid_3ebfddd08172/-39kg</link>
      <guid>https://dev.to/hamza_rashid_3ebfddd08172/-39kg</guid>
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      <category>ai</category>
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      <category>python</category>
      <category>postmarkchallenge</category>
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