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    <title>DEV Community: Aniket Rai</title>
    <description>The latest articles on DEV Community by Aniket Rai (@meaniketrai).</description>
    <link>https://dev.to/meaniketrai</link>
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      <title>DEV Community: Aniket Rai</title>
      <link>https://dev.to/meaniketrai</link>
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      <title>Marigold Memory: Keeping Our Stories Close with a Local Open Model</title>
      <dc:creator>Aniket Rai</dc:creator>
      <pubDate>Fri, 30 Oct 2026 13:55:27 +0000</pubDate>
      <link>https://dev.to/meaniketrai/marigold-memory-keeping-our-stories-close-with-a-local-open-model-4839</link>
      <guid>https://dev.to/meaniketrai/marigold-memory-keeping-our-stories-close-with-a-local-open-model-4839</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/hacktoberfest-week4-2026-10-26"&gt;Hacktoberfest Open-Source AI Challenge Week 4: Ghost in the Machine&lt;/a&gt;&lt;/em&gt; ## What I Built Marigold Memory is a small remembrance-writing companion inspired by Día de los Muertos. It helps you gather someone's name, the things they loved, and one story you want to keep, then shapes those details into a tribute you can edit. It is deliberately a writing aid, not a séance. It never claims to contact or speak for the person you remember. The person brings the memory; the model helps with phrasing. ## Demo Run it on your own computer using the setup steps below. There is no hosted demo: keeping family stories off a server is part of the design. ## Code Public repository: &lt;a href="https://github.com/meaniketrai-design/marigold-memory" rel="noopener noreferrer"&gt;https://github.com/meaniketrai-design/marigold-memory&lt;/a&gt; ## How I Built It The app uses a dependency-free Python server and a plain HTML, CSS, and JavaScript interface. The server sends the story details to Ollama at &lt;code&gt;127.0.0.1&lt;/code&gt;, where Qwen2.5 1.5B Instruct runs locally. Remembrances are saved to a local JSON file only when you choose “Keep on this computer.” To run it, install Ollama. In one terminal, download the model and start the local service:&lt;br&gt;
&lt;br&gt;
 &lt;code&gt;sh ollama pull qwen2.5:1.5b-instruct ollama serve&lt;/code&gt;&lt;br&gt;
&lt;br&gt;
 In another terminal, run &lt;code&gt;python server.py&lt;/code&gt;, then open &lt;code&gt;http://127.0.0.1:8000&lt;/code&gt;. After the one-time model download, writing works offline. The app code is MIT licensed; the model is Apache 2.0 licensed. ## Why Does Open Innovation Matter? A remembrance can include intimate family history. Local inference lets the writing happen without sending those stories to a service the family does not control. After downloading the model, the app can work without internet, and the model can be swapped as needs change. The family keeps control of where the words live. A small local model can still phrase something awkwardly or infer too much, so every result is editable and should be reviewed. Here, openness made privacy and independence practical in a way a hosted API would not. ## The Spirit of It Sometimes what keeps someone close is an ordinary detail: the song in the kitchen, the dish they brought to every gathering, or the saying everyone still repeats. Marigold Memory is a small place to keep those details in the family's hands. ## Prize Categories No partner prize categories entered.&lt;/p&gt;

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      <category>hf26challenge</category>
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      <title>Building My First Tech Project as a First-Year CS Student — Looking for Advice &amp; Ideas! 🚀</title>
      <dc:creator>Aniket Rai</dc:creator>
      <pubDate>Thu, 29 Oct 2026 18:43:15 +0000</pubDate>
      <link>https://dev.to/meaniketrai/building-my-first-tech-project-as-a-first-year-cs-student-looking-for-advice-ideas-3c06</link>
      <guid>https://dev.to/meaniketrai/building-my-first-tech-project-as-a-first-year-cs-student-looking-for-advice-ideas-3c06</guid>
      <description>&lt;p&gt;Hi everyone! 👋&lt;/p&gt;

&lt;p&gt;I'm Aniket, a first-year Computer Science and Engineering student. As I'm stepping into the world of tech and learning the ropes, I'm super excited (and a little nervous) to start building my very first development project!&lt;/p&gt;

&lt;p&gt;I want to build something meaningful that helps me practice core programming concepts, but I'm currently deciding on what to build and how to structure it. &lt;/p&gt;

&lt;h3&gt;
  
  
  What I'm looking for:
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Project Ideas:&lt;/strong&gt; Beginner-friendly project ideas that go beyond a basic calculator or to-do list, but aren't overwhelmingly complex.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Tech Stack Advice:&lt;/strong&gt; As a beginner, what tools, languages, or frameworks should I focus on first?&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best Practices:&lt;/strong&gt; Any tips on how to manage code, use Git/GitHub effectively, or stay consistent while building.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If you remember building your very first project, I would love to hear what you worked on and what advice you wish you had back then! Let me know your thoughts in the comments below. 👇&lt;/p&gt;

&lt;p&gt;Thanks for reading!&lt;/p&gt;

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      <category>beginners</category>
      <category>webdev</category>
      <category>programming</category>
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