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    <title>DEV Community: Ketaki Kulkarni</title>
    <description>The latest articles on DEV Community by Ketaki Kulkarni (@ketaki_17).</description>
    <link>https://dev.to/ketaki_17</link>
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      <title>DEV Community: Ketaki Kulkarni</title>
      <link>https://dev.to/ketaki_17</link>
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      <title>Building "Guide": An iOS App for Crisis Response</title>
      <dc:creator>Ketaki Kulkarni</dc:creator>
      <pubDate>Sun, 19 Apr 2026 13:24:52 +0000</pubDate>
      <link>https://dev.to/ketaki_17/building-guide-a-reference-based-ai-assistant-for-crisis-response-4lhk</link>
      <guid>https://dev.to/ketaki_17/building-guide-a-reference-based-ai-assistant-for-crisis-response-4lhk</guid>
      <description>&lt;p&gt;The Mission&lt;br&gt;
When an emergency hits a hotel, the biggest enemy is fragmented information. My goal with Guide was to create a reliable, minimalist tool that keeps guests and staff in sync.&lt;/p&gt;

&lt;p&gt;The Real-World Logic&lt;br&gt;
Instead of over-promising on "AI magic," I built the logic to be practical. The Gemini-powered Assistant works based on available data:&lt;/p&gt;

&lt;p&gt;Reference Mode: If a manager (using the staff code STAFF123) uploads a blueprint to the Supabase bucket, Gemini uses that specific document to help guide users.&lt;/p&gt;

&lt;p&gt;Standard Mode: Without a blueprint, the assistant falls back to general safety protocols to ensure the user is never left without guidance.&lt;/p&gt;

&lt;p&gt;Help Buttons: The app is equipped with quick action buttons to place calls to emergency services during critical situations.&lt;/p&gt;

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

&lt;p&gt;Swift Fallbacks: In life-safety scenarios, you can't always wait for an API. I built hardcoded "Quick Response Factors" (QRFs) into the Swift code for Fire, Earthquakes, and Medical emergencies.&lt;/p&gt;

&lt;p&gt;Minimalist Footprint: I relied entirely on native MapKit and SF Symbols rather than heavy external assets to reduce the overall size of the app.&lt;/p&gt;

&lt;p&gt;Secure Coordination: Staff can trigger building-wide broadcasts, while guests can share their live location with authorities via a single tap.&lt;/p&gt;

&lt;p&gt;Final Thoughts&lt;br&gt;
Building this proved that AI-native tools like Google Antigravity don’t just write code—they allow us to focus on the human logic of the problem. I’m still refining the UI/UX, so if you have thoughts on the earthy-green palette, I’m all ears!&lt;/p&gt;

&lt;p&gt;Appetize link: &lt;u&gt;&lt;a href="https://appetize.io/app/b_g2yygyljyegaqlr6lvyrit7334" rel="noopener noreferrer"&gt;https://appetize.io/app/b_g2yygyljyegaqlr6lvyrit7334&lt;/a&gt;&lt;/u&gt;&lt;/p&gt;

&lt;p&gt;Demo Link:&lt;br&gt;
&lt;u&gt;&lt;a href="https://drive.google.com/file/d/1PIuIq0BZ_DNYPhcpuFYULZA25yNCwIXI/view?usp=drive_link" rel="noopener noreferrer"&gt;https://drive.google.com/file/d/1PIuIq0BZ_DNYPhcpuFYULZA25yNCwIXI/view?usp=drive_link&lt;/a&gt;&lt;/u&gt;&lt;/p&gt;

&lt;p&gt;GitHub Repo link:&lt;br&gt;
&lt;u&gt;&lt;a href="https://github.com/Kool-K/Guide-Emergency-Response-Hospitality-iOS-App.git" rel="noopener noreferrer"&gt;https://github.com/Kool-K/Guide-Emergency-Response-Hospitality-iOS-App.git&lt;/a&gt;&lt;/u&gt;&lt;/p&gt;

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      <category>ai</category>
      <category>gemini</category>
      <category>ios</category>
      <category>swift</category>
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