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    <title>DEV Community: swastika</title>
    <description>The latest articles on DEV Community by swastika (@guptaswastika2k7).</description>
    <link>https://dev.to/guptaswastika2k7</link>
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      <title>DEV Community: swastika</title>
      <link>https://dev.to/guptaswastika2k7</link>
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    <item>
      <title>Unbox — Get Everything Out. Put Everything in Place.</title>
      <dc:creator>swastika</dc:creator>
      <pubDate>Mon, 05 Oct 2026 06:59:28 +0000</pubDate>
      <link>https://dev.to/guptaswastika2k7/unbox-get-everything-out-put-everything-in-place-f20</link>
      <guid>https://dev.to/guptaswastika2k7/unbox-get-everything-out-put-everything-in-place-f20</guid>
      <description>&lt;p&gt;This is a submission for the [Hacktoberfest Weekend Challenge: Build for a Friend]&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;##What I Built&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;I built &lt;strong&gt;Unbox&lt;/strong&gt;, a voice-first productivity tool for a friend who constantly has ideas, tasks, meetings, reminders, and random thoughts bouncing around in their head — but doesn't always have the time or energy to organize them.&lt;/p&gt;

&lt;p&gt;The idea was simple:&lt;/p&gt;

&lt;p&gt;Don't make people &lt;strong&gt;organize&lt;/strong&gt; their thoughts while they're having them.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;With Unbox, you can simply open it and talk.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;em&gt;“Tomorrow I need to finish my DBMS assignment. Remind me to call Mom at 7. I also have a meeting with Rahul tomorrow.”&lt;/em&gt;&lt;/p&gt;

&lt;p&gt;Unbox turns that messy brain dump into structured information:&lt;/p&gt;

&lt;p&gt;✅ Tasks&lt;br&gt;
📅 Events &amp;amp; meetings&lt;br&gt;
🔔 Reminders&lt;br&gt;
👤 People&lt;br&gt;
💡 Ideas&lt;br&gt;
❓ Uncertainties&lt;/p&gt;

&lt;p&gt;The important part is that Unbox doesn't pretend to know things that weren't said.&lt;/p&gt;

&lt;p&gt;If something is ambiguous, it can surface that uncertainty instead of quietly making something up.&lt;/p&gt;

&lt;p&gt;The user stays in control: they can review, edit, delete, or confirm what Unbox understood.&lt;/p&gt;

&lt;p&gt;The goal isn't to create another complicated productivity system.&lt;/p&gt;

&lt;p&gt;It's to make capturing thoughts almost effortless.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Speak first. Organize later.&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;## Demo&lt;/strong&gt;&lt;br&gt;
First visit → Name → Voice capture → Transcript → AI organization → Dashboard → Actions&lt;/p&gt;

&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fra395snr20v22f7l8963.jpeg" 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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fra395snr20v22f7l8963.jpeg" alt=" " width="800" height="500"&gt;&lt;/a&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fl5hudjr1y6a0o5h0q5f4.jpeg" 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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fl5hudjr1y6a0o5h0q5f4.jpeg" alt=" " width="800" height="1059"&gt;&lt;/a&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F98mu85l08j50g58d31lf.jpeg" 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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F98mu85l08j50g58d31lf.jpeg" alt=" " width="800" height="500"&gt;&lt;/a&gt;&lt;/p&gt;

&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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F69nz30qozmo17kvvkp5k.jpeg" 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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2F69nz30qozmo17kvvkp5k.jpeg" alt=" " width="800" height="1059"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;## Code&lt;/strong&gt;&lt;br&gt;
GitHub: &lt;a href="https://github.com/ivy1o1/Unbox" rel="noopener noreferrer"&gt;https://github.com/ivy1o1/Unbox&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;## How I Built It&lt;/strong&gt;&lt;br&gt;
Voice Brain Dump&lt;br&gt;
       ↓&lt;br&gt;
    Whisper&lt;br&gt;
       ↓&lt;br&gt;
   Transcript&lt;br&gt;
       ↓&lt;br&gt;
     Gemma&lt;br&gt;
       ↓&lt;br&gt;
Structured JSON&lt;br&gt;
       ↓&lt;br&gt;
    Pydantic&lt;br&gt;
       ↓&lt;br&gt;
User Review&lt;br&gt;
       ↓&lt;br&gt;
SQLite&lt;br&gt;
       ↓&lt;br&gt;
Dashboard&lt;/p&gt;

&lt;p&gt;Unbox uses React + TypeScript + Vite on the frontend and FastAPI + SQLAlchemy + Pydantic + SQLite on the backend.&lt;/p&gt;

&lt;p&gt;Whisper handles speech-to-text, while Gemma 3 1B Instruct runs locally through llama.cpp to extract tasks, events, reminders, people, ideas, and uncertainties.&lt;/p&gt;

&lt;p&gt;The key principle is:&lt;/p&gt;

&lt;p&gt;AI proposes. The user decides.&lt;/p&gt;

&lt;p&gt;Open-weight AI also keeps the system more inspectable and makes local processing possible for sensitive personal data.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;## Why Does Open Innovation Matter?&lt;/strong&gt;&lt;br&gt;
Brain dumps can contain highly personal information. Using open-weight models makes local AI processing possible without relying entirely on closed APIs.&lt;/p&gt;

&lt;p&gt;It also lets me understand and control the full AI pipeline—from model and prompt to validation and uncertainty handling.&lt;/p&gt;

&lt;h2&gt;
  
  
  Prize Categories
&lt;/h2&gt;

&lt;p&gt;Best Use of Gemma — Unbox uses Gemma 3 1B Instruct locally through llama.cpp as its semantic extraction engine, turning brain-dump transcripts into structured tasks, events, reminders, people, ideas, and uncertainties.&lt;/p&gt;

</description>
      <category>devchallenge</category>
      <category>weekendchallenge</category>
      <category>hf26challenge</category>
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