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    <title>Mursal Furqan Kumbhar | Writing</title>
    <link>https://mursalfk.vercel.app</link>
    <description>Technical articles on AI, ML, and full-stack development</description>
    <language>en-us</language>
    <atom:link href="https://mursalfk.vercel.app/feed.xml" rel="self" type="application/rss+xml"/>
    
    <item>
      <title><![CDATA[My Robot Accountant Got an Eviction Notice. So We Moved: Migrating from Bedrock Agents Classic to AgentCore]]></title>
      <link>https://dev.to/aws-builders/my-robot-accountant-got-an-eviction-notice-so-we-moved-migrating-from-bedrock-agents-classic-to-4bjo</link>
      <guid>https://dev.to/aws-builders/my-robot-accountant-got-an-eviction-notice-so-we-moved-migrating-from-bedrock-agents-classic-to-4bjo</guid>
      <pubDate>Fri, 31 Jul 2026 07:40:04 GMT</pubDate>
      <description><![CDATA[Ciao Amici 👋  Grab your chai, because the robot accountant is back, and this time we have a...]]></description>
    </item>
  
    <item>
      <title><![CDATA[I Let a Bedrock Agent Watch My AWS Bill for 30 Days. Here Is Everything It Caught, Missed, and Made Up]]></title>
      <link>https://dev.to/aws-builders/i-let-a-bedrock-agent-watch-my-aws-bill-for-30-days-here-is-everything-it-caught-missed-and-made-1lde</link>
      <guid>https://dev.to/aws-builders/i-let-a-bedrock-agent-watch-my-aws-bill-for-30-days-here-is-everything-it-caught-missed-and-made-1lde</guid>
      <pubDate>Sun, 05 Jul 2026 20:07:54 GMT</pubDate>
      <description><![CDATA[Ciao Amici 👋  Pull up a chair, because I have a story for you. It involves a forgotten GPU endpoint,...]]></description>
    </item>
  
    <item>
      <title><![CDATA[30 Tiny React Hooks That Punch Way Above Their Weight]]></title>
      <link>https://dev.to/mursalfk/30-tiny-react-hooks-that-punch-way-above-their-weight-1907</link>
      <guid>https://dev.to/mursalfk/30-tiny-react-hooks-that-punch-way-above-their-weight-1907</guid>
      <pubDate>Fri, 26 Jun 2026 04:22:27 GMT</pubDate>
      <description><![CDATA[Hello devs 👋   Ever notice how the same ten lines of React keep showing up in every project...]]></description>
    </item>
  
    <item>
      <title><![CDATA[The Invisible Duct Tape of the Internet: Backend Tools You Hear About But Never Fully Get]]></title>
      <link>https://dev.to/mursalfk/the-invisible-duct-tape-of-the-internet-backend-tools-you-hear-about-but-never-fully-get-3f0f</link>
      <guid>https://dev.to/mursalfk/the-invisible-duct-tape-of-the-internet-backend-tools-you-hear-about-but-never-fully-get-3f0f</guid>
      <pubDate>Mon, 22 Jun 2026 03:14:44 GMT</pubDate>
      <description><![CDATA[Hi 👋 fellow devs  Sorry for such a big gap since my last article...... Life got a bit hectic, but I...]]></description>
    </item>
  
    <item>
      <title><![CDATA[VS Code Extensions That Code For You]]></title>
      <link>https://dev.to/mursalfk/vs-code-extensions-that-code-for-you-13d6</link>
      <guid>https://dev.to/mursalfk/vs-code-extensions-that-code-for-you-13d6</guid>
      <pubDate>Tue, 14 Apr 2026 10:35:13 GMT</pubDate>
      <description><![CDATA[Hello Devs 👋   If your VSCode setup still looks like it did before the AI boom, you may be...]]></description>
    </item>
  
    <item>
      <title><![CDATA[Giving AI Agents “Live Memory” with Aurora Zero-ETL and Redshift Vector Search]]></title>
      <link>https://dev.to/mursalfk/giving-ai-agents-live-memory-with-aurora-zero-etl-and-redshift-vector-search-35gg</link>
      <guid>https://dev.to/mursalfk/giving-ai-agents-live-memory-with-aurora-zero-etl-and-redshift-vector-search-35gg</guid>
      <pubDate>Wed, 25 Mar 2026 05:38:18 GMT</pubDate>
      <description><![CDATA[Hey everyone! Honestly, it feels so good to be sitting down and writing to you all again. I want to...]]></description>
    </item>
  
    <item>
      <title><![CDATA[RIP 12-Digit IDs: The AWS Matrix Has Finally Been Decoded]]></title>
      <link>https://dev.to/aws-builders/rip-12-digit-ids-the-aws-matrix-has-finally-been-decoded-2om9</link>
      <guid>https://dev.to/aws-builders/rip-12-digit-ids-the-aws-matrix-has-finally-been-decoded-2om9</guid>
      <pubDate>Mon, 09 Feb 2026 09:41:12 GMT</pubDate>
      <description><![CDATA[Y'all... pull up a chair. We need to talk about a literal miracle. 🥂  It was 2:41 AM. PagerDuty was...]]></description>
    </item>
  
    <item>
      <title><![CDATA[From Monoliths to Multitaskers: Building Your AWS AI Dream Team! 🚀🤖]]></title>
      <link>https://dev.to/aws-builders/from-monoliths-to-multitaskers-building-your-aws-ai-dream-team-5dnf</link>
      <guid>https://dev.to/aws-builders/from-monoliths-to-multitaskers-building-your-aws-ai-dream-team-5dnf</guid>
      <pubDate>Sat, 07 Feb 2026 07:47:02 GMT</pubDate>
      <description><![CDATA[After being away from active tech ecosystem for about a month, I have decided to shed some light on...]]></description>
    </item>
  
    <item>
      <title><![CDATA[The AWS Lambda Setting I Wish I’d Changed Earlier]]></title>
      <link>https://dev.to/aws-builders/the-aws-lambda-setting-i-wish-id-changed-earlier-45i0</link>
      <guid>https://dev.to/aws-builders/the-aws-lambda-setting-i-wish-id-changed-earlier-45i0</guid>
      <pubDate>Tue, 30 Dec 2025 09:10:50 GMT</pubDate>
      <description><![CDATA[I've been using AWS Lambda for quite a few years, and like many people, I left the architecture on...]]></description>
    </item>
  
    <item>
      <title><![CDATA[How I Automated Document Insights Using AWS Textract, Bedrock, and QuickSight]]></title>
      <link>https://dev.to/aws-builders/how-i-automated-document-insights-using-aws-textract-bedrock-and-quicksight-h7p</link>
      <guid>https://dev.to/aws-builders/how-i-automated-document-insights-using-aws-textract-bedrock-and-quicksight-h7p</guid>
      <pubDate>Fri, 12 Sep 2025 17:35:28 GMT</pubDate>
      <description><![CDATA[Hello Everyone 👋   So I had a bunch of scanned invoices and PDFs lying around from an old...]]></description>
    </item>
  
    <item>
      <title><![CDATA[🚀 Scaling React Like Big Tech: Folder Structures, Clean Code & Beyond]]></title>
      <link>https://dev.to/mursalfk/scaling-react-like-big-tech-folder-structures-clean-code-beyond-51bj</link>
      <guid>https://dev.to/mursalfk/scaling-react-like-big-tech-folder-structures-clean-code-beyond-51bj</guid>
      <pubDate>Sat, 30 Aug 2025 18:55:22 GMT</pubDate>
      <description><![CDATA[Hey Everyone 👋   I know it's been quite a long gap since my last article. But we are finally...]]></description>
    </item>
  
    <item>
      <title><![CDATA[WSL2 TensorFlow GPU Setup – RTX 4060 + Ubuntu 22.04 + CUDA 12.2 + cuDNN]]></title>
      <link>https://dev.to/mursalfk/wsl2-tensorflow-gpu-setup-rtx-4060-ubuntu-2204-cuda-122-cudnn-361h</link>
      <guid>https://dev.to/mursalfk/wsl2-tensorflow-gpu-setup-rtx-4060-ubuntu-2204-cuda-122-cudnn-361h</guid>
      <pubDate>Wed, 16 Apr 2025 16:36:12 GMT</pubDate>
      <description><![CDATA[🛠 Prereqs:    WSL2 enabled on Windows NVIDIA GPU driver (≥ v535) installed on Windows Ubuntu...]]></description>
    </item>
  
    <item>
      <title><![CDATA[Smart Image Tagging on AWS - The Finale]]></title>
      <link>https://dev.to/aws-builders/smart-image-tagging-on-aws-the-finale-303</link>
      <guid>https://dev.to/aws-builders/smart-image-tagging-on-aws-the-finale-303</guid>
      <pubDate>Fri, 04 Apr 2025 12:10:00 GMT</pubDate>
      <description><![CDATA[Hello and Greetings Everyone 👋   I am hoping that you are having fun in our journey of...]]></description>
    </item>
  
    <item>
      <title><![CDATA[Level Up Your Auto-Tagging Pipeline on AWS]]></title>
      <link>https://dev.to/aws-builders/level-up-your-auto-tagging-pipeline-on-aws-4abj</link>
      <guid>https://dev.to/aws-builders/level-up-your-auto-tagging-pipeline-on-aws-4abj</guid>
      <pubDate>Thu, 03 Apr 2025 12:05:00 GMT</pubDate>
      <description><![CDATA[Hello and Greetings Everyone 👋   I hope you would have loved reading and experimenting with...]]></description>
    </item>
  
    <item>
      <title><![CDATA[Auto-Tag Images on AWS using Amazon Rekognition + Lambda + S3]]></title>
      <link>https://dev.to/aws-builders/auto-tag-images-on-aws-using-amazon-rekognition-lambda-s3-1d1h</link>
      <guid>https://dev.to/aws-builders/auto-tag-images-on-aws-using-amazon-rekognition-lambda-s3-1d1h</guid>
      <pubDate>Wed, 02 Apr 2025 18:24:15 GMT</pubDate>
      <description><![CDATA[Hello and Greetings 👋 Everyone!   I know it's been quite a gap since my last article and I...]]></description>
    </item>
  
    <item>
      <title><![CDATA[Introduction | Graph Neural Networks (GNNs) & Knowledge Graphs on AWS]]></title>
      <link>https://dev.to/mursalfk/introduction-graph-neural-networks-gnns-knowledge-graphs-on-aws-f9m</link>
      <guid>https://dev.to/mursalfk/introduction-graph-neural-networks-gnns-knowledge-graphs-on-aws-f9m</guid>
      <pubDate>Sat, 15 Mar 2025 08:18:16 GMT</pubDate>
      <description><![CDATA[The rapid advancements in artificial intelligence (AI) have unlocked new ways to process and learn...]]></description>
    </item>
  
    <item>
      <title><![CDATA[React 19 - New API: 'use']]></title>
      <link>https://dev.to/mursalfk/react-19-new-api-use-158b</link>
      <guid>https://dev.to/mursalfk/react-19-new-api-use-158b</guid>
      <pubDate>Mon, 20 Jan 2025 10:24:51 GMT</pubDate>
      <description><![CDATA[React 19 brings a game-changing improvement with the use API, making data fetching and asynchronous...]]></description>
    </item>
  
    <item>
      <title><![CDATA[Accelerating Deep Learning with Amazon SageMaker]]></title>
      <link>https://dev.to/aws-builders/accelerating-deep-learning-with-amazon-sagemaker-3f54</link>
      <guid>https://dev.to/aws-builders/accelerating-deep-learning-with-amazon-sagemaker-3f54</guid>
      <pubDate>Thu, 16 Jan 2025 07:11:24 GMT</pubDate>
      <description><![CDATA[Ciao Tutti 👋   Recently I have been working on my thesis, and to be very honest, AWS and...]]></description>
    </item>
  
    <item>
      <title><![CDATA[Building My First ML Model Using Amazon SageMaker + Kaggle + Jupyter Notebook]]></title>
      <link>https://dev.to/mursalfk/building-my-first-ml-model-using-amazon-sagemaker-kaggle-jupyter-notebook-i7f</link>
      <guid>https://dev.to/mursalfk/building-my-first-ml-model-using-amazon-sagemaker-kaggle-jupyter-notebook-i7f</guid>
      <pubDate>Thu, 02 Jan 2025 11:50:53 GMT</pubDate>
      <description><![CDATA[We’re kicking off this fresh calendar year by diving into Amazon SageMaker—a fully managed machine...]]></description>
    </item>
  
    <item>
      <title><![CDATA[Deploying a Globally Accessible Web Application with Disaster Recovery]]></title>
      <link>https://dev.to/aws-builders/deploying-a-globally-accessible-web-application-with-disaster-recovery-3dg0</link>
      <guid>https://dev.to/aws-builders/deploying-a-globally-accessible-web-application-with-disaster-recovery-3dg0</guid>
      <pubDate>Wed, 18 Dec 2024 12:21:04 GMT</pubDate>
      <description><![CDATA[Introduction 🌐   When working on web applications for a global audience, ensuring high...]]></description>
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