<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:dc="http://purl.org/dc/elements/1.1/">
  <channel>
    <title>DEV Community: Aman Kumar</title>
    <description>The latest articles on DEV Community by Aman Kumar (@wwwamankumar288).</description>
    <link>https://dev.to/wwwamankumar288</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fthepracticaldev.s3.amazonaws.com%2Fi%2F99mvlsfu5tfj9m7ku25d.png</url>
      <title>DEV Community: Aman Kumar</title>
      <link>https://dev.to/wwwamankumar288</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/wwwamankumar288"/>
    <language>en</language>
    <item>
      <title>Family Recipe Keeper</title>
      <dc:creator>Aman Kumar</dc:creator>
      <pubDate>Sun, 04 Oct 2026 14:31:44 +0000</pubDate>
      <link>https://dev.to/wwwamankumar288/family-recipe-keeper-3pk3</link>
      <guid>https://dev.to/wwwamankumar288/family-recipe-keeper-3pk3</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/hacktoberfest-weekend-2026-10-01"&gt;Hacktoberfest Weekend Challenge: Build for a Friend&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  What I Built
&lt;/h2&gt;

&lt;p&gt;&amp;lt;!-- What does it do, and who is the friend or loved one you built it for?  What problem does it solve for them? --&amp;gt;I built Family Recipe Keeper, a local-first app for my grandmother, who keeps recipes in handwritten notes and voice memos scattered across notebooks, phone recordings, and memory. The app helps turn those messy recordings and notes into searchable, organized recipe cards that the whole family can use.&lt;/p&gt;

&lt;p&gt;The app:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;records and transcribes voice memos using an open-source speech model&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;extracts recipe ingredients, instructions, and notes from messy text&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;organizes recipes by meal type, season, or family occasion&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;keeps everything on the user’s own device instead of sending private family data to a cloud service&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;It’s a small project, but it solves a real problem for someone I love and makes family traditions easier to preserve.&lt;/p&gt;

&lt;h2&gt;
  
  
  Demo
&lt;/h2&gt;

&lt;p&gt;&amp;lt;!-- Share a deployed link or a video demo. --&amp;gt;[&lt;a href="https://your-demo-link.com" rel="noopener noreferrer"&gt;https://your-demo-link.com&lt;/a&gt;]&lt;/p&gt;

&lt;h2&gt;
  
  
  Code
&lt;/h2&gt;

&lt;p&gt;&amp;lt;!-- Show us the code!  You can embed a GitHub repo directly into your post. --&amp;gt;[&lt;a href="https://github.com/yourusername/family-recipe-keeper" rel="noopener noreferrer"&gt;https://github.com/yourusername/family-recipe-keeper&lt;/a&gt;]&lt;/p&gt;

&lt;h2&gt;
  
  
  How I Built It
&lt;/h2&gt;

&lt;p&gt;&amp;lt;!-- Which open-source AI did you use (open-weight models, agent harnesses, frameworks, local inference), and how is your project built around it? --&amp;gt;I built this around open-source AI tools so it would work locally and keep family data private.&lt;/p&gt;

&lt;p&gt;Tech stack:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Open-source local model runtime: Ollama&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Speech-to-text: Whisper-style open model&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;LLM for cleaning and structuring recipe text: Gemma / Llama / Mistral (depending on the variant)&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;App framework: Next.js or FastAPI&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Storage: SQLite&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;UI: simple local web app&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The core idea was to keep the AI entirely local. The app runs on a laptop or home machine without depending on a hosted API, which makes it faster, cheaper, and much more private for a family recipe project.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Does Open Innovation Matter?
&lt;/h2&gt;

&lt;p&gt;&amp;lt;!-- Why does open innovation matter for what you built?  What did it make possible that a closed API wouldn't? --&amp;gt;Open innovation mattered for this project because it made a real difference in privacy, affordability, and control.&lt;/p&gt;

&lt;p&gt;A closed API would have required sending voice recordings and personal family notes to a remote server. That isn’t ideal for recipe memories, traditions, and sensitive personal information. By using open-weight models and local inference, I could:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;keep the data on-device&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;avoid recurring cloud costs&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;swap or upgrade models as needed&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;customize how the AI interprets informal family notes&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;build something that works even without internet access&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This project is a perfect example of why open-source AI matters: it makes powerful tools accessible, private, and practical for everyday problems that matter to real people.&lt;/p&gt;

&lt;h2&gt;
  
  
  My Agent Session
&lt;/h2&gt;

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

&lt;p&gt;&amp;lt;!-- Which partner categories are you entering?  List every one that applies, or remove this section. --&amp;gt;I’m entering:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Best Use of GitHub Copilot&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Best Use of Gemma&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Not applicable.&lt;/p&gt;

</description>
      <category>devchallenge</category>
      <category>weekendchallenge</category>
      <category>hf26challenge</category>
    </item>
    <item>
      <title>Intro</title>
      <dc:creator>Aman Kumar</dc:creator>
      <pubDate>Thu, 01 Oct 2026 12:05:31 +0000</pubDate>
      <link>https://dev.to/wwwamankumar288/intro-2069</link>
      <guid>https://dev.to/wwwamankumar288/intro-2069</guid>
      <description>&lt;p&gt;Hyy, I am new to the community, happy to be the part of dev.&lt;/p&gt;

</description>
    </item>
  </channel>
</rss>
