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    <title>DEV Community: Yunus O. KAREEM</title>
    <description>The latest articles on DEV Community by Yunus O. KAREEM (@solayunus).</description>
    <link>https://dev.to/solayunus</link>
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      <title>DEV Community: Yunus O. KAREEM</title>
      <link>https://dev.to/solayunus</link>
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    <item>
      <title>AWS Blockchain Service: A Beginner’s Guide to Building a Private Blockchain Network</title>
      <dc:creator>Yunus O. KAREEM</dc:creator>
      <pubDate>Thu, 15 Jan 2026 11:46:56 +0000</pubDate>
      <link>https://dev.to/solayunus/aws-blockchain-service-a-beginners-guide-to-building-a-private-blockchain-network-46fk</link>
      <guid>https://dev.to/solayunus/aws-blockchain-service-a-beginners-guide-to-building-a-private-blockchain-network-46fk</guid>
      <description>&lt;p&gt;Episode 1: &lt;br&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.amazonaws.com%2Fuploads%2Farticles%2Ff7plxl4vgl2b22aj8581.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.amazonaws.com%2Fuploads%2Farticles%2Ff7plxl4vgl2b22aj8581.png" alt=" " width="800" height="800"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Introduction
&lt;/h2&gt;

&lt;p&gt;Blockchain is transforming how organizations share data securely and transparently. However, building a blockchain network from scratch often requires deep expertise in distributed systems, cryptography, and infrastructure management.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Amazon Managed Blockchain (AMB)&lt;/strong&gt; removes much of this complexity by providing a &lt;strong&gt;fully managed blockchain service&lt;/strong&gt; on AWS. It enables developers and enterprises to create &lt;strong&gt;secure, scalable, private blockchain networks&lt;/strong&gt; using popular open-source frameworks—without managing the underlying infrastructure.&lt;/p&gt;

&lt;p&gt;This article provides:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;A clear overview of AWS Blockchain Service&lt;/li&gt;
&lt;li&gt;A &lt;strong&gt;step-by-step guide&lt;/strong&gt; to setting up a private blockchain network&lt;/li&gt;
&lt;li&gt;A &lt;strong&gt;visual architecture flow&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Real-world case studies&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;Beginner-friendly best practices&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  What Is Amazon Managed Blockchain?
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Amazon Managed Blockchain (AMB)&lt;/strong&gt; is a managed service that allows you to create and manage blockchain networks using open-source frameworks such as:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Hyperledger Fabric&lt;/strong&gt; (for private, permissioned networks)&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Ethereum&lt;/strong&gt; (for public or private blockchain applications)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;AWS handles:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Infrastructure provisioning&lt;/li&gt;
&lt;li&gt;Certificate authority&lt;/li&gt;
&lt;li&gt;Node scaling and availability&lt;/li&gt;
&lt;li&gt;Monitoring and security&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Why Choose AWS for Blockchain?
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Key Advantages
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;🚀 Fast network setup&lt;/li&gt;
&lt;li&gt;🔒 Enterprise-grade security&lt;/li&gt;
&lt;li&gt;📈 Automatic scaling&lt;/li&gt;
&lt;li&gt;🔗 Easy integration with AWS services&lt;/li&gt;
&lt;li&gt;🧩 No blockchain infrastructure maintenance&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Blockchain Basics (For Beginners)
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Concept&lt;/th&gt;
&lt;th&gt;Description&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Blockchain&lt;/td&gt;
&lt;td&gt;A distributed, immutable ledger&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Private Blockchain&lt;/td&gt;
&lt;td&gt;A network where access is restricted&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Member&lt;/td&gt;
&lt;td&gt;An organization in the network&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Node&lt;/td&gt;
&lt;td&gt;A machine that stores and validates transactions&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Smart Contract&lt;/td&gt;
&lt;td&gt;Code that runs business logic on the blockchain&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;




&lt;h2&gt;
  
  
  Choosing the Right Framework
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Hyperledger Fabric (Recommended for Beginners)
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Permissioned and private&lt;/li&gt;
&lt;li&gt;Modular architecture&lt;/li&gt;
&lt;li&gt;Strong identity management&lt;/li&gt;
&lt;li&gt;Ideal for enterprises&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Ethereum
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Smart-contract centric&lt;/li&gt;
&lt;li&gt;Public or private setup&lt;/li&gt;
&lt;li&gt;Best for decentralized applications (DApps)&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;👉 &lt;strong&gt;This guide focuses on Hyperledger Fabric&lt;/strong&gt;, as it is the most common choice for private blockchain networks.&lt;/p&gt;




&lt;h2&gt;
  
  
  Prerequisites
&lt;/h2&gt;

&lt;p&gt;Before you begin:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;An active &lt;strong&gt;AWS account&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;Basic understanding of AWS Console&lt;/li&gt;
&lt;li&gt;Familiarity with IAM and EC2 (helpful but not required)&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Step-by-Step: Creating a Private Blockchain Network on AWS
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Step 1: Access Amazon Managed Blockchain
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Log in to the AWS Management Console&lt;/li&gt;
&lt;li&gt;Search for &lt;strong&gt;Amazon Managed Blockchain&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;Click &lt;strong&gt;Create network&lt;/strong&gt;
&lt;/li&gt;
&lt;/ol&gt;




&lt;h3&gt;
  
  
  Step 2: Select Blockchain Framework
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Choose &lt;strong&gt;Hyperledger Fabric&lt;/strong&gt;
&lt;/li&gt;
&lt;li&gt;Click &lt;strong&gt;Next&lt;/strong&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  Step 3: Configure Network Settings
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Network name&lt;/strong&gt;: &lt;code&gt;private-fabric-network&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Framework version&lt;/strong&gt;: Latest available&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Edition&lt;/strong&gt;: Standard&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Voting policy&lt;/strong&gt;: Default&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Click &lt;strong&gt;Next&lt;/strong&gt;&lt;/p&gt;




&lt;h3&gt;
  
  
  Step 4: Create the First Member (Organization)
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Member name&lt;/strong&gt;: &lt;code&gt;Org1&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Admin username&lt;/strong&gt;: &lt;code&gt;admin&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Password&lt;/strong&gt;: Strong password&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Click &lt;strong&gt;Next&lt;/strong&gt;&lt;/p&gt;




&lt;h3&gt;
  
  
  Step 5: Create a Peer Node
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Instance type&lt;/strong&gt;: &lt;code&gt;bc.t3.small&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Storage&lt;/strong&gt;: Default&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Availability Zone&lt;/strong&gt;: Auto-selected&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Click &lt;strong&gt;Create network&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;⏳ Network creation may take &lt;strong&gt;15–30 minutes&lt;/strong&gt;&lt;/p&gt;




&lt;h2&gt;
  
  
  Architecture Flow Diagram
&lt;/h2&gt;

&lt;h3&gt;
  
  
  High-Level Architecture
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight plaintext"&gt;&lt;code&gt;+----------------------+
|   Client Application |
|  (Web / API / SDK)   |
+----------+-----------+
           |
           v
+----------------------+
|   AWS EC2 Instance   |
| (Fabric SDK / CLI)   |
+----------+-----------+
           |
           v
+-------------------------------+
| Amazon Managed Blockchain     |
|                               |
|  +-------------------------+ |
|  | Hyperledger Fabric CA   | |
|  +-------------------------+ |
|                               |
|  +-------------------------+ |
|  | Peer Nodes (Org1, Org2) | |
|  | Ledger + Chaincode     | |
|  +-------------------------+ |
+---------------+---------------+
                |
                v
+-------------------------------+
|   Amazon CloudWatch            |
|   Logs, Metrics, Monitoring   |
+-------------------------------+
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h3&gt;
  
  
  Architecture Explanation
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;Client Application&lt;/strong&gt; submits transactions.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;EC2 instance&lt;/strong&gt; hosts Fabric SDK or CLI.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Amazon Managed Blockchain&lt;/strong&gt; manages:&lt;/li&gt;
&lt;/ol&gt;

&lt;ul&gt;
&lt;li&gt;Certificate Authority&lt;/li&gt;
&lt;li&gt;Peer nodes&lt;/li&gt;
&lt;li&gt;Ledger replication

&lt;ol&gt;
&lt;li&gt;
&lt;strong&gt;CloudWatch&lt;/strong&gt; monitors performance and logs.&lt;/li&gt;
&lt;/ol&gt;
&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Deploying Smart Contracts (Chaincode)
&lt;/h2&gt;

&lt;p&gt;Smart contracts define business logic.&lt;/p&gt;

&lt;h3&gt;
  
  
  Supported Languages
&lt;/h3&gt;

&lt;ul&gt;
&lt;li&gt;Go&lt;/li&gt;
&lt;li&gt;Java&lt;/li&gt;
&lt;li&gt;Node.js&lt;/li&gt;
&lt;/ul&gt;

&lt;h3&gt;
  
  
  Typical Flow
&lt;/h3&gt;

&lt;ol&gt;
&lt;li&gt;Write chaincode&lt;/li&gt;
&lt;li&gt;Package and install&lt;/li&gt;
&lt;li&gt;Approve by members&lt;/li&gt;
&lt;li&gt;Commit to the channel&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Example use cases:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Asset ownership tracking&lt;/li&gt;
&lt;li&gt;Digital identity&lt;/li&gt;
&lt;li&gt;Payment settlement&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Real-World Case Studies
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Case Study 1: Supply Chain Transparency
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Industry:&lt;/strong&gt; Logistics&lt;br&gt;
&lt;strong&gt;Problem:&lt;/strong&gt; Lack of visibility and trust between suppliers&lt;br&gt;
&lt;strong&gt;Solution:&lt;/strong&gt;&lt;br&gt;
A private Hyperledger Fabric network on AWS tracks goods movement across suppliers, manufacturers, and retailers.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Benefits:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Immutable shipment records&lt;/li&gt;
&lt;li&gt;Reduced disputes&lt;/li&gt;
&lt;li&gt;Real-time tracking&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  Case Study 2: Healthcare Data Sharing
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Industry:&lt;/strong&gt; Healthcare&lt;br&gt;
&lt;strong&gt;Problem:&lt;/strong&gt; Secure data sharing between hospitals&lt;br&gt;
&lt;strong&gt;Solution:&lt;/strong&gt;&lt;br&gt;
Hospitals join a private blockchain network to store patient consent and medical data references.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Benefits:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;HIPAA-compliant access&lt;/li&gt;
&lt;li&gt;Improved patient data security&lt;/li&gt;
&lt;li&gt;Auditable access logs&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  Case Study 3: Financial Trade Settlement
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Industry:&lt;/strong&gt; Banking&lt;br&gt;
&lt;strong&gt;Problem:&lt;/strong&gt; Slow and expensive trade settlement&lt;br&gt;
&lt;strong&gt;Solution:&lt;/strong&gt;&lt;br&gt;
Banks use a private blockchain for near-real-time settlement of interbank transactions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Benefits:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Reduced settlement time&lt;/li&gt;
&lt;li&gt;Lower operational costs&lt;/li&gt;
&lt;li&gt;Improved transparency&lt;/li&gt;
&lt;/ul&gt;




&lt;h3&gt;
  
  
  Case Study 4: Digital Identity Verification
&lt;/h3&gt;

&lt;p&gt;&lt;strong&gt;Industry:&lt;/strong&gt; Government / Enterprise&lt;br&gt;
&lt;strong&gt;Problem:&lt;/strong&gt; Identity fraud and duplication&lt;br&gt;
&lt;strong&gt;Solution:&lt;/strong&gt;&lt;br&gt;
A blockchain-based identity registry using AWS Managed Blockchain.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Benefits:&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Tamper-proof identity records&lt;/li&gt;
&lt;li&gt;Controlled access&lt;/li&gt;
&lt;li&gt;Faster verification&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Best Practices
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;Start with small node sizes&lt;/li&gt;
&lt;li&gt;Use test networks for development&lt;/li&gt;
&lt;li&gt;Secure certificates and admin credentials&lt;/li&gt;
&lt;li&gt;Monitor performance using CloudWatch&lt;/li&gt;
&lt;li&gt;Scale nodes as transaction volume grows&lt;/li&gt;
&lt;/ul&gt;




&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;Amazon Managed Blockchain makes it simple for beginners and enterprises to build &lt;strong&gt;secure, private blockchain networks&lt;/strong&gt; without managing infrastructure. By combining AWS reliability with open-source blockchain frameworks, organizations can focus on &lt;strong&gt;business logic instead of operational complexity&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;With proper architecture and use-case alignment, AWS Blockchain can unlock powerful solutions across industries.&lt;/p&gt;

&lt;p&gt;-&lt;br&gt;
Follow me for post on  blockchain and cybersecurity🚀&lt;/p&gt;

</description>
      <category>aws</category>
      <category>beginners</category>
      <category>blockchain</category>
      <category>tutorial</category>
    </item>
    <item>
      <title>MedLens your quick guide to understanding Med lab result</title>
      <dc:creator>Yunus O. KAREEM</dc:creator>
      <pubDate>Fri, 05 Sep 2025 00:16:57 +0000</pubDate>
      <link>https://dev.to/solayunus/medlens-your-quick-guide-to-understanding-med-lab-result-5377</link>
      <guid>https://dev.to/solayunus/medlens-your-quick-guide-to-understanding-med-lab-result-5377</guid>
      <description>&lt;p&gt;&lt;em&gt;This is a submission for the &lt;a href="https://dev.to/challenges/google-ai-studio-2025-09-03"&gt;Google AI Studio Multimodal Challenge&lt;/a&gt;&lt;/em&gt;&lt;/p&gt;

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

&lt;p&gt;I built MedLens AI, an educational web applet designed to demystify complex medical imaging for patients and medical students. The problem it solves is the significant knowledge gap and anxiety that comes with viewing an X-ray, MRI, or other scan. These images are often intimidating and filled with technical details that are incomprehensible to the untrained eye.&lt;/p&gt;

&lt;p&gt;MedLens AI provides a safe and accessible bridge to understanding. A user uploads a medical image, and the applet leverages Gemini's powerful multimodal capabilities to generate a clear, structured explanation.&lt;/p&gt;

&lt;p&gt;Crucially, MedLens AI is not a diagnostic tool. Its primary design goal is safety and education. The core experience is built around three pillars:&lt;/p&gt;

&lt;p&gt;Objective Description: It describes what is visible in the image using neutral, anatomical terms.&lt;/p&gt;

&lt;p&gt;Educational Context: It explains the relevant body parts to help the user understand the 'where' and 'what'.&lt;/p&gt;

&lt;p&gt;Empowerment through Questions: It generates a list of intelligent, relevant questions the user can then ask their doctor or professor, facilitating a more meaningful and informed conversation.&lt;/p&gt;

&lt;p&gt;Before a user can even upload an image, they must acknowledge a prominent disclaimer that the tool is for educational purposes only and is not a substitute for professional medical advice.&lt;/p&gt;

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

&lt;p&gt;&lt;a href="https://medical-imaging-explainer-185762573786.us-west1.run.app/" rel="noopener noreferrer"&gt;https://medical-imaging-explainer-185762573786.us-west1.run.app/&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  How I Used Google AI Studio
&lt;/h2&gt;

&lt;p&gt;Google AI Studio was the central workbench for this entire project. My development process was:&lt;/p&gt;

&lt;p&gt;Prototyping and Iteration: I used the AI Studio interface to craft, test, and refine the core logic of the application: the system prompt. I experimented with different instructions to ensure the model's output was not only accurate but also adhered to my strict safety guardrails (i.e., never diagnosing).&lt;/p&gt;

&lt;p&gt;Model Selection: AI Studio allowed me to easily test and compare Gemini 1.5 Flash for speed and Gemini 1.5 Pro for its deep analytical power. For this complex, specialized task, I opted for Gemini 1.5 Pro to ensure the highest quality analysis.&lt;/p&gt;

&lt;p&gt;Prompt Engineering: The ability to quickly provide an image and text prompt in the same interface was essential. I fine-tuned the prompt to request a specific XML-style output format (, , etc.), which made parsing the model's response in my Python backend predictable and reliable.&lt;/p&gt;

&lt;h2&gt;
  
  
  Multimodal Features
&lt;/h2&gt;

&lt;p&gt;The core of MedLens AI is its advanced multimodal medical image analysis. This is where the power of Gemini truly shines and enhances the user experience in a way that wouldn't otherwise be possible.&lt;/p&gt;

&lt;p&gt;What it does: The applet doesn't just "see" an image; it performs a deep, contextual analysis. It takes the visual data from a scan and cross-references it with its vast knowledge base to identify anatomical structures and describe visual features in precise, technical language.&lt;/p&gt;

&lt;p&gt;Why it enhances the experience: A user could try to search for their symptoms with text, but that is generic and unreliable. MedLens AI provides an explanation that is directly tied to their specific visual data. It transforms a static, intimidating medical image into a dynamic, interactive learning tool. By generating both a detailed textual description and a list of contextual questions from a single image, Gemini creates a holistic educational package that empowers the user and fosters greater health literacy.&lt;br&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.amazonaws.com%2Fuploads%2Farticles%2Fv7ys6zd44lf7xhyc4czi.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.amazonaws.com%2Fuploads%2Farticles%2Fv7ys6zd44lf7xhyc4czi.png" alt=" "&gt;&lt;/a&gt;&lt;/p&gt;

</description>
      <category>devchallenge</category>
      <category>googleaichallenge</category>
      <category>ai</category>
      <category>gemini</category>
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