<?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: Rudra Pratap Sinha</title>
    <description>The latest articles on DEV Community by Rudra Pratap Sinha (@rudra070311).</description>
    <link>https://dev.to/rudra070311</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3798224%2Fd6178af1-9593-421b-9abe-6871a4752e87.png</url>
      <title>DEV Community: Rudra Pratap Sinha</title>
      <link>https://dev.to/rudra070311</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/rudra070311"/>
    <language>en</language>
    <item>
      <title>Notion MCP Challenge. I have no words...</title>
      <dc:creator>Rudra Pratap Sinha</dc:creator>
      <pubDate>Sun, 29 Mar 2026 17:38:59 +0000</pubDate>
      <link>https://dev.to/rudra070311/notion-mcp-challenge-i-have-no-words-58p4</link>
      <guid>https://dev.to/rudra070311/notion-mcp-challenge-i-have-no-words-58p4</guid>
      <description>&lt;p&gt;I saw the &lt;strong&gt;Notion MCP Challenge&lt;/strong&gt; at the start of march and wanted to participate. But due to less time and some other stuff, i forgot about it, and when DEV mailed me about their events, i suddenly remembered i had to do it. In these last &lt;strong&gt;10 days&lt;/strong&gt;, i have been working [along with my AI companions] to try to make something crazzzy good. We finally did it and......&lt;/p&gt;

&lt;blockquote&gt;
&lt;p&gt;But before you need to know smth about me. I am Rudra, a 15-year-old school-going developer from India. [This also explains the time constraints].&lt;/p&gt;
&lt;/blockquote&gt;

&lt;p&gt;So before submission i decided to again look at the rules. And guess what i saw..... Its for 18+ 😭😭😭😭😭😭😭😭😭😭😭. i did all this or nothing. But this isnt the end. So guys pls see this repo and give some feedback.&lt;/p&gt;

&lt;p&gt;Also why are there age constraints on coding. i mean there have to be some, but them pls do smth or students too. We wanna win and earn smth too. &lt;/p&gt;

&lt;h2&gt;
  
  
  Pls see this repo
&lt;/h2&gt;


&lt;div class="ltag-github-readme-tag"&gt;
  &lt;div class="readme-overview"&gt;
    &lt;h2&gt;
      &lt;img src="https://assets.dev.to/assets/github-logo-5a155e1f9a670af7944dd5e12375bc76ed542ea80224905ecaf878b9157cdefc.svg" alt="GitHub logo"&gt;
      &lt;a href="https://github.com/Rudra070311" rel="noopener noreferrer"&gt;
        Rudra070311
      &lt;/a&gt; / &lt;a href="https://github.com/Rudra070311/NotionOS_X" rel="noopener noreferrer"&gt;
        NotionOS_X
      &lt;/a&gt;
    &lt;/h2&gt;
    &lt;h3&gt;
      Autonomous multi-agent AI operating system framework with DAG planning, persistent 3-tier memory, critic ensemble evaluation, self-improvement loops, and human-in-the-loop governance.
    &lt;/h3&gt;
  &lt;/div&gt;
  &lt;div class="ltag-github-body"&gt;
    
&lt;div id="readme" class="md"&gt;
&lt;div class="markdown-heading"&gt;
&lt;h1 class="heading-element"&gt;NotionOS X - Production-Grade AI Operating System&lt;/h1&gt;
&lt;/div&gt;
&lt;p&gt;An advanced, fully-functional multi-agent AI operating system that simulates autonomous
execution with persistent intelligence, memory systems, and human-in-the-loop governance.&lt;/p&gt;
&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;Features&lt;/h2&gt;
&lt;/div&gt;
&lt;div class="markdown-heading"&gt;
&lt;h3 class="heading-element"&gt;1. Task Graph Engine (DAG)&lt;/h3&gt;
&lt;/div&gt;
&lt;ul&gt;
&lt;li&gt;Converts natural language tasks into Directed Acyclic Graphs&lt;/li&gt;
&lt;li&gt;Supports sequential and parallel execution stages&lt;/li&gt;
&lt;li&gt;Validates for cycles and structural integrity&lt;/li&gt;
&lt;li&gt;Optimizes for efficient execution order&lt;/li&gt;
&lt;/ul&gt;
&lt;div class="markdown-heading"&gt;
&lt;h3 class="heading-element"&gt;2. Multi-Agent System&lt;/h3&gt;

&lt;/div&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Planner Agent&lt;/strong&gt;: Generates execution plans and DAGs&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Executor Agent&lt;/strong&gt;: Executes tasks and manages tool calls&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Researcher Agent&lt;/strong&gt;: Gathers external knowledge and context&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Critic Agents&lt;/strong&gt; (3 variants):
&lt;ul&gt;
&lt;li&gt;Quality Critic: Evaluates correctness and completeness&lt;/li&gt;
&lt;li&gt;Creativity Critic: Assesses novelty and innovation&lt;/li&gt;
&lt;li&gt;Practicality Critic: Measures applicability and feasibility&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;div class="markdown-heading"&gt;
&lt;h3 class="heading-element"&gt;3. Execution Engine&lt;/h3&gt;

&lt;/div&gt;
&lt;ul&gt;
&lt;li&gt;Async execution with configurable parallelism&lt;/li&gt;
&lt;li&gt;Respects DAG dependencies automatically&lt;/li&gt;
&lt;li&gt;Handles failures gracefully&lt;/li&gt;
&lt;li&gt;Tracks execution metrics&lt;/li&gt;
&lt;/ul&gt;
&lt;div class="markdown-heading"&gt;
&lt;h3 class="heading-element"&gt;4. Persistent Memory System&lt;/h3&gt;

&lt;/div&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Episodic Memory&lt;/strong&gt;: Records past task executions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Feedback Memory&lt;/strong&gt;: Stores critic scores and improvements&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Strategy Memory&lt;/strong&gt;: Maintains learned patterns…&lt;/li&gt;
&lt;/ul&gt;
&lt;/div&gt;
  &lt;/div&gt;
  &lt;div class="gh-btn-container"&gt;&lt;a class="gh-btn" href="https://github.com/Rudra070311/NotionOS_X" rel="noopener noreferrer"&gt;View on GitHub&lt;/a&gt;&lt;/div&gt;
&lt;/div&gt;


&lt;p&gt;Will give an update on using it soon [Everuthing is in the repo already]&lt;/p&gt;

</description>
      <category>ai</category>
      <category>python</category>
      <category>notionchallenge</category>
      <category>discuss</category>
    </item>
  </channel>
</rss>
