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    <title>DEV Community: Redwan Shahriar Shubho</title>
    <description>The latest articles on DEV Community by Redwan Shahriar Shubho (@redwanshahriarshubho).</description>
    <link>https://dev.to/redwanshahriarshubho</link>
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      <title>DEV Community: Redwan Shahriar Shubho</title>
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      <title>🪙 CoinFlow — I Built a Full-Stack Micro-Tasking Platform with GitHub Copilot.</title>
      <dc:creator>Redwan Shahriar Shubho</dc:creator>
      <pubDate>Fri, 05 Jun 2026 18:19:01 +0000</pubDate>
      <link>https://dev.to/redwanshahriarshubho/coinflow-i-built-a-full-stack-micro-tasking-platform-with-github-copilot-38h7</link>
      <guid>https://dev.to/redwanshahriarshubho/coinflow-i-built-a-full-stack-micro-tasking-platform-with-github-copilot-38h7</guid>
      <description>&lt;h2&gt;
  
  
  💡 What I Built
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;CoinFlow&lt;/strong&gt; is a full-stack MERN micro-tasking platform with a real coin economy, Stripe payments, Firebase authentication, and a three-role system for Workers, Buyers, and Admins.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Live Demo:&lt;/strong&gt; &lt;a href="https://coin-flow-peach.vercel.app" rel="noopener noreferrer"&gt;coin-flow-peach.vercel.app&lt;/a&gt;&lt;br&gt;
&lt;strong&gt;GitHub Repo:&lt;/strong&gt; &lt;a href="https://github.com/redwanshahriarshubho/CoinFlow" rel="noopener noreferrer"&gt;github.com/redwanshahriarshubho/CoinFlow&lt;/a&gt;&lt;/p&gt;


&lt;h2&gt;
  
  
  📸 Before &amp;amp; After
&lt;/h2&gt;
&lt;h3&gt;
  
  
  ❌ Before — No Backend At All
&lt;/h3&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.amazonaws.com%2Fuploads%2Farticles%2Fciz9ni7kaqh4ra98bnz9.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%2Fciz9ni7kaqh4ra98bnz9.png" alt="Empty server folder - no index.js" width="800" height="419"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The entire &lt;code&gt;server/&lt;/code&gt; folder had no &lt;code&gt;index.js&lt;/code&gt;. Every API call failed with network errors. The frontend looked beautiful but nothing worked.&lt;/p&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.amazonaws.com%2Fuploads%2Farticles%2F70ohd50eiwhu1hrxkqzr.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%2F70ohd50eiwhu1hrxkqzr.png" alt="Firebase error - app completely broken" width="800" height="395"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;h3&gt;
  
  
  ✅ After — Fully Working Live App
&lt;/h3&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.amazonaws.com%2Fuploads%2Farticles%2F1qlaxhv7u9cwbtejmb1d.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%2F1qlaxhv7u9cwbtejmb1d.png" alt="Worker Dashboard fully working with 10 coins" width="800" height="379"&gt;&lt;/a&gt;&lt;/p&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.amazonaws.com%2Fuploads%2Farticles%2Fd2o56a16jwjpj7y03j8a.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%2Fd2o56a16jwjpj7y03j8a.png" alt="Complete project - server/index.js and .env configured" width="800" height="389"&gt;&lt;/a&gt;&lt;/p&gt;


&lt;h2&gt;
  
  
  🛠️ Tech Stack
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Frontend:&lt;/strong&gt; React 19, Vite 8, React Router 7, TanStack Query v5, Firebase v12, Stripe.js, Swiper, React Hook Form&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Backend:&lt;/strong&gt; Node.js, Express 5, MongoDB (native driver), JWT, Stripe SDK&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Infrastructure:&lt;/strong&gt; Vercel (frontend), Render (backend), MongoDB Atlas, imgBB&lt;/p&gt;


&lt;h2&gt;
  
  
  🧩 How It Works — The Three Roles
&lt;/h2&gt;
&lt;h3&gt;
  
  
  👷 Worker
&lt;/h3&gt;

&lt;p&gt;Workers join the platform and get 10 free coins on signup. They browse available tasks, submit completed work, and get paid instantly when approved. Once they hit 200 coins ($10), they can withdraw via bKash, Nagad, Rocket, or Bank Transfer.&lt;/p&gt;
&lt;h3&gt;
  
  
  🏢 Buyer
&lt;/h3&gt;

&lt;p&gt;Buyers post tasks with a coin reward per worker — the total cost is deducted when the task goes live. They review submissions through a dashboard and approve or reject each one. Unused coins are refunded automatically if a task is deleted.&lt;/p&gt;
&lt;h3&gt;
  
  
  🔐 Admin
&lt;/h3&gt;

&lt;p&gt;Admins see platform-wide stats, manage all users, moderate any task, and approve worker withdrawal requests.&lt;/p&gt;


&lt;h2&gt;
  
  
  💰 The Coin Economy
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Action&lt;/th&gt;
&lt;th&gt;Coins&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Register as Worker&lt;/td&gt;
&lt;td&gt;+10 free&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Register as Buyer&lt;/td&gt;
&lt;td&gt;+50 free&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Post a task&lt;/td&gt;
&lt;td&gt;-(workers × coins_per_worker)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Submission approved&lt;/td&gt;
&lt;td&gt;+payable_amount to worker&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Delete task (unused slots)&lt;/td&gt;
&lt;td&gt;+refund to buyer&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Withdrawal minimum&lt;/td&gt;
&lt;td&gt;200 coins ($10)&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;&lt;strong&gt;Exchange rate&lt;/strong&gt;&lt;/td&gt;
&lt;td&gt;20 coins = $1 USD&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;p&gt;One design decision I'm proud of: when a submission is &lt;strong&gt;rejected&lt;/strong&gt;, the task's &lt;code&gt;required_workers&lt;/code&gt; count is incremented back by 1 so another worker can claim that slot. Without this, a single rejection would permanently block an open position.&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="nx"&gt;app&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;patch&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;/submissions/:id/reject&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;verifyToken&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;verifyBuyer&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="k"&gt;async &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;req&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="o"&gt;=&amp;gt;&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt;
  &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;submissions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;updateOne&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="na"&gt;_id&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;ObjectId&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;req&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;params&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;},&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="na"&gt;$set&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="na"&gt;status&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;rejected&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;tasks&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;updateOne&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="na"&gt;_id&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;ObjectId&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;sub&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;task_id&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="p"&gt;},&lt;/span&gt;
    &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="na"&gt;$inc&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="na"&gt;required_workers&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;
  &lt;span class="p"&gt;);&lt;/span&gt;
  &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;notifications&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;insertOne&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt;
    &lt;span class="na"&gt;recipient_email&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;sub&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;worker_email&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="na"&gt;message&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="s2"&gt;`Your submission for "&lt;/span&gt;&lt;span class="p"&gt;${&lt;/span&gt;&lt;span class="nx"&gt;sub&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;task_title&lt;/span&gt;&lt;span class="p"&gt;}&lt;/span&gt;&lt;span class="s2"&gt;" was rejected. Keep going!`&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="na"&gt;actionRoute&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;/dashboard/task-list&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="na"&gt;time&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;Date&lt;/span&gt;&lt;span class="p"&gt;(),&lt;/span&gt; &lt;span class="na"&gt;read&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;false&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
  &lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="p"&gt;});&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  🤖 How GitHub Copilot Helped
&lt;/h2&gt;

&lt;h3&gt;
  
  
  Architectural Review
&lt;/h3&gt;

&lt;p&gt;I used Copilot as a sounding board throughout. Describing the coin economy rules in plain English and asking "what could go wrong here?" surfaced edge cases before they became bugs.&lt;/p&gt;

&lt;h3&gt;
  
  
  Security Hardening
&lt;/h3&gt;

&lt;p&gt;Copilot flagged an IDOR vulnerability — I wasn't verifying that the buyer making a request actually owned the task. It suggested adding &lt;code&gt;buyer_email: req.user.email&lt;/code&gt; to every MongoDB mutation query:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;tasks&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;updateOne&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
  &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="na"&gt;_id&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="k"&gt;new&lt;/span&gt; &lt;span class="nc"&gt;ObjectId&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;req&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;params&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;id&lt;/span&gt;&lt;span class="p"&gt;),&lt;/span&gt; &lt;span class="na"&gt;buyer_email&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="nx"&gt;req&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;user&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nx"&gt;email&lt;/span&gt; &lt;span class="p"&gt;},&lt;/span&gt;
  &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="na"&gt;$set&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="nx"&gt;task_title&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;task_detail&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;submission_info&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt; &lt;span class="p"&gt;}&lt;/span&gt;
&lt;span class="p"&gt;);&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  MongoDB Index Design
&lt;/h3&gt;

&lt;p&gt;Copilot reviewed my schema and recommended the full index set:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;users&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;createIndex&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;email&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt; &lt;span class="p"&gt;},&lt;/span&gt; &lt;span class="p"&gt;{&lt;/span&gt; &lt;span class="na"&gt;unique&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="kc"&gt;true&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;tasks&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;createIndex&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;buyer_email&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;submissions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;createIndex&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;worker_email&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;notifications&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;createIndex&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;recipient_email&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="mi"&gt;1&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="na"&gt;time&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="o"&gt;-&lt;/span&gt;&lt;span class="mi"&gt;1&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;h3&gt;
  
  
  Duplicate Submission Guard
&lt;/h3&gt;



&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight javascript"&gt;&lt;code&gt;&lt;span class="kd"&gt;const&lt;/span&gt; &lt;span class="nx"&gt;dup&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="k"&gt;await&lt;/span&gt; &lt;span class="nx"&gt;submissions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;findOne&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="nx"&gt;task_id&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="nx"&gt;worker_email&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
&lt;span class="k"&gt;if &lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="nx"&gt;dup&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt; &lt;span class="k"&gt;return&lt;/span&gt; &lt;span class="nx"&gt;res&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;status&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="mi"&gt;400&lt;/span&gt;&lt;span class="p"&gt;).&lt;/span&gt;&lt;span class="nf"&gt;json&lt;/span&gt;&lt;span class="p"&gt;({&lt;/span&gt; &lt;span class="na"&gt;message&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="dl"&gt;"&lt;/span&gt;&lt;span class="s2"&gt;You already submitted this task&lt;/span&gt;&lt;span class="dl"&gt;"&lt;/span&gt; &lt;span class="p"&gt;});&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;






&lt;h2&gt;
  
  
  ✨ Features Shipped
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Worker:&lt;/strong&gt; Browse tasks, full detail page, submit work, paginated history, real-time notifications, withdrawal form&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Buyer:&lt;/strong&gt; Post tasks with live cost preview, review submissions via modal, approve/reject with instant worker payout, edit/delete with refund, purchase coins via Stripe, payment history&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Admin:&lt;/strong&gt; Platform stats, user management, task moderation, withdrawal approval queue&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;System:&lt;/strong&gt; JWT + Firebase auth (Email + Google OAuth), role-based route guards, imgBB image upload, fully responsive UI&lt;/p&gt;




&lt;h2&gt;
  
  
  🚀 Try It Live
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;&lt;a href="https://coin-flow-peach.vercel.app" rel="noopener noreferrer"&gt;coin-flow-peach.vercel.app&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Register as a &lt;strong&gt;Worker&lt;/strong&gt; to browse and complete tasks, or as a &lt;strong&gt;Buyer&lt;/strong&gt; to post tasks and review submissions.&lt;br&gt;
Test Stripe with card &lt;code&gt;4242 4242 4242 4242&lt;/code&gt; / any future date / any CVC.&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Built with React, Node.js, MongoDB, Stripe, and Firebase. GitHub Copilot helped me think through security, edge cases, and performance throughout the build.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>devchallenge</category>
      <category>githubchallenge</category>
      <category>githubcopilot</category>
    </item>
    <item>
      <title>Nexus</title>
      <dc:creator>Redwan Shahriar Shubho</dc:creator>
      <pubDate>Sun, 31 May 2026 04:57:14 +0000</pubDate>
      <link>https://dev.to/redwanshahriarshubho/nexus-i9b</link>
      <guid>https://dev.to/redwanshahriarshubho/nexus-i9b</guid>
      <description>&lt;p&gt;This is a submission for the Hermes Agent Challenge&lt;/p&gt;

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

&lt;p&gt;Nexus is an autonomous research digest agent powered by Hermes. &lt;br&gt;
In a single command, Nexus plans a search strategy, searches the web, reads the top sources, clusters findings into themes, and generates a clean HTML digest with citations and a what to read next queue. No hand holding. No prompting for each step.&lt;/p&gt;

&lt;p&gt;Demo&lt;/p&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.amazonaws.com%2Fuploads%2Farticles%2Fziy856snpakxqv7pt7cq.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%2Fziy856snpakxqv7pt7cq.png" alt=" " width="799" height="400"&gt;&lt;/a&gt;&lt;/p&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.amazonaws.com%2Fuploads%2Farticles%2Fc7wkp7lemdy90x025qge.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%2Fc7wkp7lemdy90x025qge.png" alt=" " width="800" height="421"&gt;&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;$ python main.py AI safety and alignment&lt;/p&gt;

&lt;p&gt;Nexus Research Digest&lt;br&gt;
   Topic: AI safety and alignment&lt;br&gt;
   Date: 2026-05-30&lt;br&gt;
   Model : openrouter/auto&lt;/p&gt;

&lt;p&gt;[step 1] Thinking...  Tool: search_web&lt;br&gt;
[step 2] Thinking...  Tool: search_web&lt;br&gt;
[step 3] Thinking...  Tool: fetch_url&lt;br&gt;
[step 4] Thinking...  Tool: cluster_findings&lt;br&gt;
[step 5] Thinking...  Tool: save_digest&lt;/p&gt;

&lt;p&gt;Digest saved&lt;br&gt;
Done. Check the output/ folder.&lt;/p&gt;

&lt;p&gt;Code&lt;br&gt;
 GitHub: &lt;a href="https://github.com/redwanshahriarshubho/Nexus" rel="noopener noreferrer"&gt;https://github.com/redwanshahriarshubho/Nexus&lt;/a&gt;&lt;br&gt;
My Tech Stack&lt;br&gt;
• Python 3.10+&lt;br&gt;
• Hermes Agent via OpenRouter API&lt;br&gt;
• scikit-learn (TF-IDF clustering)&lt;br&gt;
• urllib (web search + fetching)&lt;br&gt;
• Custom HTML renderer (no frameworks)&lt;/p&gt;

&lt;p&gt;How I Used Hermes Agent&lt;/p&gt;

&lt;p&gt;Nexus uses three core Hermes agentic capabilities:&lt;/p&gt;

&lt;p&gt;Multi-step planning: Hermes doesn't just answer one prompt. It plans which search queries to run, decides which URLs to fetch, and sequences its own actions autonomously.&lt;/p&gt;

&lt;p&gt;Tool use: Four custom tools are registered: search_web, fetch_url, cluster_findings, and save_digest. Hermes decides when to call each one and with what arguments — no hardcoded flow.&lt;/p&gt;

&lt;p&gt;Autonomous completion: The agent runs for up to 20 steps, self-corrects when tools return errors or results are sparse, and always finishes by saving the digest.&lt;/p&gt;

&lt;p&gt;The result is a clean HTML report with a summary, key findings, themed sections, citations, and a what to read next queue generated entirely by Hermes reasoning through the problem step by step.&lt;/p&gt;

</description>
      <category>hermesagentchallenge</category>
      <category>devchallenge</category>
      <category>agents</category>
    </item>
  </channel>
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