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    <title>DEV Community: Neha Kumari</title>
    <description>The latest articles on DEV Community by Neha Kumari (@matrixnk934).</description>
    <link>https://dev.to/matrixnk934</link>
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      <title>DEV Community: Neha Kumari</title>
      <link>https://dev.to/matrixnk934</link>
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    <item>
      <title>ever wondered what led to the headlines?</title>
      <dc:creator>Neha Kumari</dc:creator>
      <pubDate>Sun, 11 Oct 2026 15:55:24 +0000</pubDate>
      <link>https://dev.to/matrixnk934/ever-wondered-what-led-to-the-headlines-4no5</link>
      <guid>https://dev.to/matrixnk934/ever-wondered-what-led-to-the-headlines-4no5</guid>
      <description>&lt;blockquote&gt;
&lt;p&gt;Well, go no further, cuz I built India-monitor so you can dig into the full story and progress behind any major bill/law, event, or incident in India.&lt;br&gt;
    the next time you speak on a news or hot-topic, you have verified numbers and anecdotes and the full picture of how it got there. (I promise, the facts are crisp; i hope your memory is gd.) :)) &lt;/p&gt;
&lt;/blockquote&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%2Fyn95wpw0bkuujjki6w71.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%2Fyn95wpw0bkuujjki6w71.png" alt="Banner Image of India-monitor" width="800" height="419"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  TL;DR
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;India Monitor&lt;/strong&gt; — Facts before opinions.&lt;/p&gt;

&lt;p&gt;Heard the buzz — Musk-Ambani Feud, Repo Rate(0.25% hike), FCRA, BRICS Summit 2026?&lt;br&gt;
Just open India-monitor, search any keyword, and get key insights in seconds. &lt;br&gt;
Or, short on time? just, hit 'Listen' for a crisp audio summary on the go.&lt;br&gt;
Next time, you might add something insightful to the convo.&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;Stay sharper, every day — with India-monitor.&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/hacktoberfest-week1-2026-10-05"&gt;Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;




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

&lt;h3&gt;
  
  
  &lt;strong&gt;India Monitor&lt;/strong&gt;
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Apart from News, Budget, India Rankings on various reports, Parliament Bills tabs. The most essential is the:-&lt;/li&gt;
&lt;li&gt;&lt;code&gt;The 'Search &amp;amp; Listen' tab is built for a short screen session where one can search a policy story, get a brief, hit 'Listen', pocket the phone, and show up informed.&lt;/code&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;Who it’s for:&lt;/strong&gt; Students, first-time voters, busy professionals and any indian-citizen who are in hurry and who cares about being politically-conscious and nationally-educated.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Touch Grass hook:&lt;/strong&gt; the product treats the screen as the &lt;em&gt;briefing room&lt;/em&gt;, not the destination. Audio is gated on a full insight script. I used it on a real note - &lt;a href="https://youtube.com/shorts/peoQ8DZZgls" rel="noopener noreferrer"&gt;https://youtube.com/shorts/peoQ8DZZgls&lt;/a&gt;&lt;/p&gt;

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

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Live:&lt;/strong&gt; &lt;a href="https://nkovaturient.github.io/India-Monitor/" rel="noopener noreferrer"&gt;https://nkovaturient.github.io/India-Monitor/&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Video:&lt;/strong&gt; &lt;a href="https://www.youtube.com/watch?v=PoRzJuvn1_c" rel="noopener noreferrer"&gt;https://www.youtube.com/watch?v=PoRzJuvn1_c&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Shorts:&lt;/strong&gt; &lt;a href="https://youtube.com/shorts/peoQ8DZZgls" rel="noopener noreferrer"&gt;https://youtube.com/shorts/peoQ8DZZgls&lt;/a&gt;
&lt;/li&gt;
&lt;li&gt;&lt;p&gt;&lt;strong&gt;Check it out on Product Hunt:&lt;/strong&gt;  &lt;a href="https://www.producthunt.com/products/india-monitor?embed=true&amp;amp;utm_source=badge-featured&amp;amp;utm_medium=badge&amp;amp;utm_campaign=badge-india-monitor" rel="noopener noreferrer"&gt;&lt;img alt="India Monitor -  Facts before opinions - the civic signal India  can trust. | Product Hunt" width="250" height="54" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fapi.producthunt.com%2Fwidgets%2Fembed-image%2Fv1%2Ffeatured.svg%3Fpost_id%3D1276822%26theme%3Dlight%26t%3D1791734028190"&gt;&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Try it out: Search → Type &lt;code&gt;Mother of all deals india&lt;/code&gt; → Tap a card from the listed feeds → Generate insight → Listen/Read as you wish.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;

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

&lt;ul&gt;
&lt;li&gt;&lt;p&gt;&lt;a href="https://github.com/Nkovaturient/India-Monitor" rel="noopener noreferrer"&gt;https://github.com/Nkovaturient/India-Monitor&lt;/a&gt;&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;Stack: static &lt;code&gt;index.html&lt;/code&gt; + Supabase Edge Functions + GitHub Actions wire pipeline.&lt;/p&gt;&lt;/li&gt;
&lt;/ul&gt;




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

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Layer&lt;/th&gt;
&lt;th&gt;Open / AI role&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;SerpAPI&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;One query: &lt;code&gt;{topic}&lt;/code&gt; — real publisher URLs, deduped, cached 6h&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;
&lt;strong&gt;DeepSeek&lt;/strong&gt; (&lt;code&gt;article-insight&lt;/code&gt;)&lt;/td&gt;
&lt;td&gt;Open-weight-model family for on-demand ENG/HIN briefings&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;
&lt;strong&gt;ElevenLabs&lt;/strong&gt; (&lt;code&gt;generate-audio&lt;/code&gt;)&lt;/td&gt;
&lt;td&gt;TTS &lt;strong&gt;only&lt;/strong&gt; from stored &lt;code&gt;listen_script&lt;/code&gt; (≥200 chars)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Wire pipeline&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;Open Python on GitHub Actions → Supabase&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;blockquote&gt;
&lt;p&gt;Press search is the Week 1 story:&lt;br&gt;
 &lt;strong&gt;Discover (Serp) → Understand (DeepSeek) → Listen (ElevenLabs).&lt;/strong&gt;&lt;/p&gt;
&lt;/blockquote&gt;

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

&lt;p&gt;Closed “answer bots” invent policy. This path forces &lt;strong&gt;publisher links&lt;/strong&gt;, &lt;strong&gt;peer snippets from the same search&lt;/strong&gt;, and &lt;strong&gt;reject thin briefings&lt;/strong&gt; instead of confident nonsense.&lt;/p&gt;

&lt;p&gt;Open repo + Postgres schema + reproducible ingest means anyone can audit what hit the wire and how press briefings are produced. Swapping the insight backend (DeepSeek API today; open-weight local inference tomorrow) doesn’t require rewriting the civic UI — that’s the point of keeping the model behind a small Edge contract.&lt;/p&gt;

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

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Best Use of SerpApi&lt;/strong&gt; — Dual-outlet national press search, cache discipline, per-user last-search restore without burning search quota.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Best Use of ElevenLabs&lt;/strong&gt; — Audio-first civic briefings; script-only TTS after validated insight; built for on-the-go listening.&lt;/li&gt;
&lt;/ul&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%2F5n6t3vccxnmwtkbqwo1s.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%2F5n6t3vccxnmwtkbqwo1s.png" alt="Logo" width="800" height="800"&gt;&lt;/a&gt;&lt;/p&gt;

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      <category>ai</category>
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