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        <title><![CDATA[Stories by Rohith Vazhathody on Medium]]></title>
        <description><![CDATA[Stories by Rohith Vazhathody on Medium]]></description>
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            <title>Stories by Rohith Vazhathody on Medium</title>
            <link>https://medium.com/@rohithv63?source=rss-c169aa63317a------2</link>
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            <title><![CDATA[How I’m Using NotebookLM to Master System Design (And You Should Too)]]></title>
            <link>https://rohithv63.medium.com/how-im-using-notebooklm-to-master-system-design-and-you-should-too-ba7af5ebf984?source=rss-c169aa63317a------2</link>
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            <category><![CDATA[system-design-interview]]></category>
            <category><![CDATA[software-development]]></category>
            <category><![CDATA[learning]]></category>
            <category><![CDATA[google-notebooklm]]></category>
            <category><![CDATA[software-engineering]]></category>
            <dc:creator><![CDATA[Rohith Vazhathody]]></dc:creator>
            <pubDate>Wed, 28 Oct 2026 13:31:02 GMT</pubDate>
            <atom:updated>2026-10-28T13:31:02.070Z</atom:updated>
            <content:encoded><![CDATA[<figure><img alt="" src="https://cdn-images-1.medium.com/max/1024/1*GqwhmBu0f9KIvwhi_u6pPQ.png" /><figcaption>Generated by AI</figcaption></figure><p>If you work with backend microservices or distributed systems, you know that learning System Design is never really “done.” Between parsing through heavy engineering blogs, reading whitepapers, and studying foundational books, the sheer volume of information can be overwhelming.</p><p>Recently, I’ve completely changed how I organize my notes, case studies, and architecture deep-dives. Instead of scattering bookmarks and PDFs across my desktop, I’ve started using Google’s <strong>NotebookLM</strong> (now integrated as Gemini Notebooks) to build a personalized, AI-powered second brain specifically for System Design.</p><p>Here is exactly how I use it to study, and the features that make it an absolute game-changer.</p><h3>1. Curating Specialized Knowledge Bases (The “Sources” Feature)</h3><p>The core of NotebookLM is that it only “knows” what you feed it. It doesn’t hallucinate based on the open web; it grounds its answers strictly in the sources you upload.</p><p>I’ve segmented my learning into a few distinct workspaces:</p><ul><li><strong>System Design — Real Company Incidents:</strong> I drop post-mortem URLs, engineering blogs, and incident reports in here. When I want to study how a massive load-balancing failure was mitigated, all the raw data is in one place.</li><li><strong>System Design Learning:</strong> A general workspace for my own notes, architecture diagrams, and concepts like caching strategies (Redis), database sharding (PostgreSQL), and distributed consensus.</li></ul><p><em>The takeaway:</em> You can upload PDFs, text files, Google Docs, and even YouTube URLs. It essentially builds a private language model trained exclusively on your study materials.</p><h3>2. Grounded Q&amp;A (Talking to Your Notes)</h3><p>Once the sources are in, the magic happens. Let’s say I’m writing a new technical guide or prepping for a complex architecture discussion. I don’t have to control-F through 30 different engineering blogs.</p><p>I can just ask the notebook: <em>“Summarize how different companies handled cache stampedes during traffic spikes, based on the incident reports.”</em></p><p>NotebookLM scans the exact documents I uploaded, synthesizes the answer, and most importantly, <strong>cites its sources</strong>. It provides little clickable footnote chips that take me directly to the paragraph in the original document. It feels less like searching and more like having a senior staff engineer summarizing documents for you.</p><h3>3. Extracting Relevant Chunks for Blog Writing</h3><p>As someone who regularly writes technical articles and creates educational content, synthesizing information quickly is vital. When I’m drafting a new post on scaling, I use NotebookLM to retrieve highly relevant chunks of my own research. It helps me bridge the gap between abstract concepts and high-level system architecture by finding connections across my notes that I might have missed.</p><h3>4. Audio Overviews &amp; Creating Short Form Videos</h3><p>NotebookLM is famous for its “Audio Overview” feature — generating incredibly realistic, conversational AI podcasts based on your sources. I can take a dense whitepaper on distributed tracing, hit a button, and listen to two AI hosts break down the architecture while I’m commuting.</p><p>But what I’m really leveraging right now is using these synthesized notes to <strong>create short videos</strong>. By prompting the notebook to generate tight, 60-second educational scripts from my “Real Company Incidents” notebook, I can easily produce bite-sized content (like YouTube Shorts or Reels) explaining complex architectural failures and solutions without spending hours storyboarding.</p><h3>Features I’m Planning to Try Next</h3><p>While my current workflow is solid, I am just scratching the surface. In the coming weeks, I plan to experiment with:</p><ul><li><strong>Collaborative Notebooks:</strong> Sharing my “System Design Learning” notebook with peers to see how NotebookLM handles a multi-contributor knowledge base where we all dump our interview prep notes.</li><li><strong>Code &amp; Architecture Integration:</strong> Uploading more raw schema structures, API contracts, and snippet files to see how well it can cross-reference high-level design principles with actual implementation details.</li><li><strong>Advanced Formatting Outputs:</strong> Testing the limits of how NotebookLM can automatically generate presentation slides, study guides, and comprehensive FAQs directly from my curated sources.</li></ul><h3>Final Thoughts</h3><p>Learning System Design isn’t just about memorizing patterns; it’s about understanding trade-offs. By curating my own specific notebooks, I can constantly query, cross-reference, and challenge my understanding of how scalable systems are built.</p><p>If you are prepping for interviews, trying to level up to a senior engineering role, or just love reading about large-scale architecture, I highly recommend giving it a try.</p><img src="https://medium.com/_/stat?event=post.clientViewed&referrerSource=full_rss&postId=ba7af5ebf984" width="1" height="1" alt="">]]></content:encoded>
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        <item>
            <title><![CDATA[Episode 1: Scaling 101 — Vertical vs. Horizontal]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://rohithv63.medium.com/episode-1-scaling-101-vertical-vs-horizontal-b6955e0509af?source=rss-c169aa63317a------2"><img src="https://cdn-images-1.medium.com/max/2400/1*n5IIHEfNko5ram1Z2xt1jQ.png" width="2400"></a></p><p class="medium-feed-snippet">Imagine a business with a few 100 users. We have a server; we have a database that is good enough to serve 100 users.</p><p class="medium-feed-link"><a href="https://rohithv63.medium.com/episode-1-scaling-101-vertical-vs-horizontal-b6955e0509af?source=rss-c169aa63317a------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://rohithv63.medium.com/episode-1-scaling-101-vertical-vs-horizontal-b6955e0509af?source=rss-c169aa63317a------2</link>
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            <category><![CDATA[software-engineering]]></category>
            <category><![CDATA[software-architecture]]></category>
            <category><![CDATA[learning]]></category>
            <category><![CDATA[system-design-concepts]]></category>
            <category><![CDATA[system-design-interview]]></category>
            <dc:creator><![CDATA[Rohith Vazhathody]]></dc:creator>
            <pubDate>Sat, 24 Oct 2026 10:16:26 GMT</pubDate>
            <atom:updated>2026-10-24T10:16:26.796Z</atom:updated>
        </item>
        <item>
            <title><![CDATA[Surviving the 5-Back Experiment: Enzo’s Sky Blue Haul, Mitchell’s Redemption, and The Crawl to 3.2]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://rohithv63.medium.com/surviving-the-5-back-experiment-enzos-sky-blue-haul-mitchell-s-redemption-and-the-crawl-to-3-2-5c488102c788?source=rss-c169aa63317a------2"><img src="https://cdn-images-1.medium.com/max/1884/1*eNrwS0wwXyhgFYUwyHpzIw.png" width="1884"></a></p><p class="medium-feed-snippet">When your goalkeeper turns back into a pumpkin, your former Chelsea midfielder stings you with a haul, and a back five saves the week.</p><p class="medium-feed-link"><a href="https://rohithv63.medium.com/surviving-the-5-back-experiment-enzos-sky-blue-haul-mitchell-s-redemption-and-the-crawl-to-3-2-5c488102c788?source=rss-c169aa63317a------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://rohithv63.medium.com/surviving-the-5-back-experiment-enzos-sky-blue-haul-mitchell-s-redemption-and-the-crawl-to-3-2-5c488102c788?source=rss-c169aa63317a------2</link>
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            <category><![CDATA[fantasy-premier-league]]></category>
            <category><![CDATA[fpl]]></category>
            <category><![CDATA[sports]]></category>
            <category><![CDATA[premier-league]]></category>
            <category><![CDATA[football]]></category>
            <dc:creator><![CDATA[Rohith Vazhathody]]></dc:creator>
            <pubDate>Thu, 24 Sep 2026 13:09:30 GMT</pubDate>
            <atom:updated>2026-09-24T13:09:30.817Z</atom:updated>
        </item>
        <item>
            <title><![CDATA[The Goalkeeper Miracle, The Mitchell Curse, and The 3-Million Climb]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://rohithv63.medium.com/the-goalkeeper-miracle-the-mitchell-curse-and-the-3-million-climb-136d29fbdef0?source=rss-c169aa63317a------2"><img src="https://cdn-images-1.medium.com/max/1886/1*Cc0Txi3eb9EdBD5R2xXUSg.png" width="1886"></a></p><p class="medium-feed-snippet">From 8 million to 3.3 million in three weeks: When your goalkeeper outscores your entire midfield and FPL karma strikes again.</p><p class="medium-feed-link"><a href="https://rohithv63.medium.com/the-goalkeeper-miracle-the-mitchell-curse-and-the-3-million-climb-136d29fbdef0?source=rss-c169aa63317a------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://rohithv63.medium.com/the-goalkeeper-miracle-the-mitchell-curse-and-the-3-million-climb-136d29fbdef0?source=rss-c169aa63317a------2</link>
            <guid isPermaLink="false">https://medium.com/p/136d29fbdef0</guid>
            <category><![CDATA[fantasy-premier-league]]></category>
            <category><![CDATA[football]]></category>
            <category><![CDATA[sports]]></category>
            <category><![CDATA[premier-league]]></category>
            <category><![CDATA[entertainment]]></category>
            <dc:creator><![CDATA[Rohith Vazhathody]]></dc:creator>
            <pubDate>Wed, 16 Sep 2026 13:27:24 GMT</pubDate>
            <atom:updated>2026-09-16T13:27:24.402Z</atom:updated>
        </item>
        <item>
            <title><![CDATA[The 15-Point Bench Disaster: How FPL Humbled Me After a Triple Captain Gamble]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://rohithv63.medium.com/the-15-point-bench-disaster-how-fpl-humbled-me-after-a-triple-captain-gamble-501d58fbab70?source=rss-c169aa63317a------2"><img src="https://cdn-images-1.medium.com/max/1420/1*Pe5Wipp1coWfMXC8e6UBDw.png" width="1420"></a></p><p class="medium-feed-snippet">Climbing from 8 million to 4.2 million, burning the Triple Captain chip on Haaland, and leaving Tyrick Mitchell&#x2019;s monster haul on the pine.</p><p class="medium-feed-link"><a href="https://rohithv63.medium.com/the-15-point-bench-disaster-how-fpl-humbled-me-after-a-triple-captain-gamble-501d58fbab70?source=rss-c169aa63317a------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://rohithv63.medium.com/the-15-point-bench-disaster-how-fpl-humbled-me-after-a-triple-captain-gamble-501d58fbab70?source=rss-c169aa63317a------2</link>
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            <category><![CDATA[football]]></category>
            <category><![CDATA[sports]]></category>
            <category><![CDATA[premier-league]]></category>
            <category><![CDATA[fpl]]></category>
            <category><![CDATA[fantasy-football]]></category>
            <dc:creator><![CDATA[Rohith Vazhathody]]></dc:creator>
            <pubDate>Tue, 08 Sep 2026 18:28:32 GMT</pubDate>
            <atom:updated>2026-09-08T18:28:32.491Z</atom:updated>
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        <item>
            <title><![CDATA[Bruno, Bruno, Bruno! How a Manchester United Captain Saved a Chelsea Fan’s FPL Season]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://rohithv63.medium.com/bruno-bruno-bruno-how-a-manchester-united-captain-saved-a-chelsea-fans-fpl-season-e8243f3aacd3?source=rss-c169aa63317a------2"><img src="https://cdn-images-1.medium.com/max/1896/1*Sr-_7WDWCMPCw57mLylgrw.png" width="1896"></a></p><p class="medium-feed-snippet">From the depths of 8 million to an 87-point bounce-back: The highs, the heartbreaks, and benching my own club&#x2019;s midfield.</p><p class="medium-feed-link"><a href="https://rohithv63.medium.com/bruno-bruno-bruno-how-a-manchester-united-captain-saved-a-chelsea-fans-fpl-season-e8243f3aacd3?source=rss-c169aa63317a------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://rohithv63.medium.com/bruno-bruno-bruno-how-a-manchester-united-captain-saved-a-chelsea-fans-fpl-season-e8243f3aacd3?source=rss-c169aa63317a------2</link>
            <guid isPermaLink="false">https://medium.com/p/e8243f3aacd3</guid>
            <category><![CDATA[premier-league]]></category>
            <category><![CDATA[fantasy-premier-league]]></category>
            <category><![CDATA[sports]]></category>
            <category><![CDATA[fpl]]></category>
            <category><![CDATA[football]]></category>
            <dc:creator><![CDATA[Rohith Vazhathody]]></dc:creator>
            <pubDate>Tue, 01 Sep 2026 15:58:45 GMT</pubDate>
            <atom:updated>2026-09-01T16:00:18.828Z</atom:updated>
        </item>
        <item>
            <title><![CDATA[Fantasy Premier League Gameweek 1: Lessons from a 34-Point FPL Disasterclass]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://rohithv63.medium.com/fantasy-premier-league-gameweek-1-lessons-from-a-34-point-fpl-disasterclass-f541ca0f1279?source=rss-c169aa63317a------2"><img src="https://cdn-images-1.medium.com/max/1896/1*AsfeCxNpPB8L8VmciVqy0w.png" width="1896"></a></p><p class="medium-feed-snippet">From 8-millionth in the world to rebuilding FlyingDutchmens: A raw, honest look at the worst start possible.</p><p class="medium-feed-link"><a href="https://rohithv63.medium.com/fantasy-premier-league-gameweek-1-lessons-from-a-34-point-fpl-disasterclass-f541ca0f1279?source=rss-c169aa63317a------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://rohithv63.medium.com/fantasy-premier-league-gameweek-1-lessons-from-a-34-point-fpl-disasterclass-f541ca0f1279?source=rss-c169aa63317a------2</link>
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            <category><![CDATA[sports]]></category>
            <category><![CDATA[fpl]]></category>
            <category><![CDATA[soccer]]></category>
            <category><![CDATA[fantasy-premier-league]]></category>
            <category><![CDATA[entertainment]]></category>
            <dc:creator><![CDATA[Rohith Vazhathody]]></dc:creator>
            <pubDate>Fri, 28 Aug 2026 14:02:51 GMT</pubDate>
            <atom:updated>2026-08-28T14:02:53.018Z</atom:updated>
        </item>
        <item>
            <title><![CDATA[Java Solution: Redundant Parenthesis Detection O(N)]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://rohithv63.medium.com/java-solution-redundant-parenthesis-detection-o-n-92e3dd861751?source=rss-c169aa63317a------2"><img src="https://cdn-images-1.medium.com/max/2600/1*QSrVSEnRS6X5wG6ivH2GIQ.png" width="2880"></a></p><p class="medium-feed-snippet">Stack-Based Approach</p><p class="medium-feed-link"><a href="https://rohithv63.medium.com/java-solution-redundant-parenthesis-detection-o-n-92e3dd861751?source=rss-c169aa63317a------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://rohithv63.medium.com/java-solution-redundant-parenthesis-detection-o-n-92e3dd861751?source=rss-c169aa63317a------2</link>
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            <category><![CDATA[coding]]></category>
            <category><![CDATA[algorithms]]></category>
            <category><![CDATA[interview]]></category>
            <category><![CDATA[learning]]></category>
            <category><![CDATA[software-engineering]]></category>
            <dc:creator><![CDATA[Rohith Vazhathody]]></dc:creator>
            <pubDate>Sat, 17 Jan 2026 06:25:20 GMT</pubDate>
            <atom:updated>2026-01-17T06:25:20.806Z</atom:updated>
        </item>
        <item>
            <title><![CDATA[Count Subarray with k odds]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://rohithv63.medium.com/count-subarray-with-k-odds-55548886c380?source=rss-c169aa63317a------2"><img src="https://cdn-images-1.medium.com/max/2600/1*gGzcKQIrPvMwRNwXCLjcOQ.png" width="2880"></a></p><p class="medium-feed-snippet">The AtMost trick using Sliding Window</p><p class="medium-feed-link"><a href="https://rohithv63.medium.com/count-subarray-with-k-odds-55548886c380?source=rss-c169aa63317a------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://rohithv63.medium.com/count-subarray-with-k-odds-55548886c380?source=rss-c169aa63317a------2</link>
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            <category><![CDATA[java]]></category>
            <category><![CDATA[learning]]></category>
            <category><![CDATA[interview]]></category>
            <category><![CDATA[software-engineering]]></category>
            <category><![CDATA[algorithms]]></category>
            <dc:creator><![CDATA[Rohith Vazhathody]]></dc:creator>
            <pubDate>Wed, 07 Jan 2026 18:55:30 GMT</pubDate>
            <atom:updated>2026-01-07T18:55:30.882Z</atom:updated>
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        <item>
            <title><![CDATA[Leetcode 1970. Last Day Where You Can Still Cross]]></title>
            <description><![CDATA[<div class="medium-feed-item"><p class="medium-feed-image"><a href="https://rohithv63.medium.com/leetcode-1970-last-day-where-you-can-still-cross-9d092b332b9e?source=rss-c169aa63317a------2"><img src="https://cdn-images-1.medium.com/max/2600/1*HK3VFJ83180afquL-oMhPg.png" width="2860"></a></p><p class="medium-feed-snippet">Binary Search + BFS and Optimised DSU Approach</p><p class="medium-feed-link"><a href="https://rohithv63.medium.com/leetcode-1970-last-day-where-you-can-still-cross-9d092b332b9e?source=rss-c169aa63317a------2">Continue reading on Medium »</a></p></div>]]></description>
            <link>https://rohithv63.medium.com/leetcode-1970-last-day-where-you-can-still-cross-9d092b332b9e?source=rss-c169aa63317a------2</link>
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            <category><![CDATA[interview]]></category>
            <category><![CDATA[java]]></category>
            <category><![CDATA[software-engineering]]></category>
            <category><![CDATA[programming]]></category>
            <category><![CDATA[learning]]></category>
            <dc:creator><![CDATA[Rohith Vazhathody]]></dc:creator>
            <pubDate>Wed, 31 Dec 2025 14:25:05 GMT</pubDate>
            <atom:updated>2025-12-31T14:25:05.873Z</atom:updated>
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