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    <title>DEV Community: Shraddha Kolate</title>
    <description>The latest articles on DEV Community by Shraddha Kolate (@shraddhakolate30).</description>
    <link>https://dev.to/shraddhakolate30</link>
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      <title>DEV Community: Shraddha Kolate</title>
      <link>https://dev.to/shraddhakolate30</link>
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    <item>
      <title>CalmSpace - Pause. Talk. Reset.</title>
      <dc:creator>Shraddha Kolate</dc:creator>
      <pubDate>Sun, 04 Oct 2026 14:58:48 +0000</pubDate>
      <link>https://dev.to/shraddhakolate30/calmspace-pause-talk-reset-35en</link>
      <guid>https://dev.to/shraddhakolate30/calmspace-pause-talk-reset-35en</guid>
      <description>&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%2Fv0nq4t8z0j9aw5avywsm.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.us-east-2.amazonaws.com%2Fuploads%2Farticles%2Fv0nq4t8z0j9aw5avywsm.png" alt=" " width="800" height="450"&gt;&lt;/a&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;I built &lt;strong&gt;CalmSpace&lt;/strong&gt;, a small AI-powered reflection tool for a friend or anyone who needs a moment to pause before reacting.&lt;/p&gt;

&lt;p&gt;Sometimes we feel angry, stressed, hurt, or overwhelmed and want to react immediately. CalmSpace gives a simple space to write what is bothering you. It listens to the situation, helps you pause, suggests one practical next step, and asks one question to understand what you need.&lt;/p&gt;

&lt;p&gt;It also has a &lt;strong&gt;“Calm my message”&lt;/strong&gt; feature that rewrites an emotional message into a calmer version while keeping the original complaint and main point.&lt;/p&gt;

&lt;p&gt;I wanted to build something simple, private, and easy to use when emotions are running high.&lt;/p&gt;

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

&lt;p&gt;&lt;a href="https://youtu.be/xGp40oXi5jU" rel="noopener noreferrer"&gt;https://youtu.be/xGp40oXi5jU&lt;/a&gt;   &lt;/p&gt;

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

&lt;p&gt;&lt;a href="https://github.com/shraddhakolate30-maker/CalmSpace" rel="noopener noreferrer"&gt;https://github.com/shraddhakolate30-maker/CalmSpace&lt;/a&gt;&lt;/p&gt;

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

&lt;p&gt;CalmSpace is built with Python and Streamlit. For the AI part, I used &lt;strong&gt;Gemma 3:1B&lt;/strong&gt;, an &lt;strong&gt;open-weight model&lt;/strong&gt;, running locally through &lt;strong&gt;Ollama&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;The app has two simple features:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;Talk to me — the user writes what is bothering them, and Gemma helps them understand the situation, pause before reacting, choose one practical next step, and think about what they need.&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Calm my message — the user can paste an emotional message, and Gemma rewrites it in a calmer way while keeping the main complaint and request.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;I chose local inference with Ollama so the AI runs on my own computer instead of depending on a paid cloud AI API.&lt;/p&gt;

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

&lt;p&gt;Open innovation made it possible for me to build CalmSpace using an open-weight AI model that I could run locally.&lt;/p&gt;

&lt;p&gt;Using Gemma 3:1B with Ollama meant I could experiment with AI without depending on a paid cloud API. It also helped me understand how a local AI model can become part of a real application, rather than just being something I use through a website.&lt;/p&gt;

&lt;p&gt;For a small student project like CalmSpace, this made AI development more accessible and gave me the freedom to experiment, learn, and build with technology that I can run and understand myself.&lt;/p&gt;

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

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

&lt;p&gt;Best Use of Gemma — $200&lt;/p&gt;

&lt;p&gt;CalmSpace uses Gemma 3:1B locally through Ollama as the core AI model.&lt;/p&gt;

</description>
      <category>devchallenge</category>
      <category>weekendchallenge</category>
      <category>hf26challenge</category>
      <category>ai</category>
    </item>
    <item>
      <title>Exploring Microsoft Fabric: From Data to Insights 🚀</title>
      <dc:creator>Shraddha Kolate</dc:creator>
      <pubDate>Thu, 01 Oct 2026 14:38:01 +0000</pubDate>
      <link>https://dev.to/shraddhakolate30/exploring-microsoft-fabric-from-data-to-insights-2ke9</link>
      <guid>https://dev.to/shraddhakolate30/exploring-microsoft-fabric-from-data-to-insights-2ke9</guid>
      <description>&lt;p&gt;👀 Quick question for students &amp;amp; tech enthusiasts:&lt;/p&gt;

&lt;p&gt;If you had to manage a large amount of data, what would you want first?&lt;/p&gt;

&lt;p&gt;🔹 A place to store everything&lt;br&gt;
🔹 A way to clean &amp;amp; transform it&lt;br&gt;
🔹 Tools to analyze it&lt;br&gt;
🔹 Dashboards to visualize it&lt;/p&gt;

&lt;p&gt;What if you could connect all of these in one platform? 🤔&lt;/p&gt;

&lt;p&gt;I recently explored Microsoft Fabric through Microsoft Learn and discovered how it brings different stages of the data lifecycle together — from getting data to analyzing, visualizing, and governing it.&lt;/p&gt;

&lt;p&gt;At the center of this is OneLake, a centralized data lake that connects different Fabric workloads. 🚀&lt;/p&gt;

&lt;p&gt;📖 Want to explore how it works?&lt;/p&gt;

&lt;p&gt;👉 &lt;a href="https://learn.microsoft.com/en-us/fabric/fundamentals/data-lifecycle?wt.mc_id=studentamb_657273" rel="noopener noreferrer"&gt;https://learn.microsoft.com/en-us/fabric/fundamentals/data-lifecycle?wt.mc_id=studentamb_657273&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;💬 Which stage would you explore first — Store, Transform, Analyze, or Visualize?&lt;/p&gt;

&lt;h1&gt;
  
  
  MicrosoftFabric #MicrosoftLearn #DataAnalytics #CloudComputing
&lt;/h1&gt;

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