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    <title>DEV Community: Ayushman Koley</title>
    <description>The latest articles on DEV Community by Ayushman Koley (@ayushmankoley).</description>
    <link>https://dev.to/ayushmankoley</link>
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      <title>DEV Community: Ayushman Koley</title>
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      <title>ReSellReady: An Open Gemma AI Agent for Side-Hustle Sellers</title>
      <dc:creator>Ayushman Koley</dc:creator>
      <pubDate>Sat, 17 Oct 2026 15:12:59 +0000</pubDate>
      <link>https://dev.to/ayushmankoley/resellready-an-open-gemma-ai-agent-for-side-hustle-sellers-210j</link>
      <guid>https://dev.to/ayushmankoley/resellready-an-open-gemma-ai-agent-for-side-hustle-sellers-210j</guid>
      <description>&lt;p&gt;This is a submission for the &lt;a href="https://dev.to/challenges/hacktoberfest-week2-2026-10-12"&gt;Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle&lt;/a&gt;&lt;/p&gt;

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

&lt;p&gt;ReSellReady is a focused AI listing agent for side-hustle sellers. A seller enters a product name, marketplace, writing voice, and the facts they know. ReSellReady adapts its instructions to the product category, then generates an editable marketplace title, description, tags, buyer checklist, and listing-health score.&lt;/p&gt;

&lt;p&gt;It supports vintage, handmade, food, print-on-demand, and other independent-seller products. A freelancer, Etsy seller, vintage reseller, home baker, or independent maker could pay for it to turn rough product notes into a stronger listing without hiring a copywriter for every item.&lt;/p&gt;

&lt;p&gt;The agent is deliberately narrow: it routes category-specific questions, follows safety constraints, avoids inventing product facts, identifies missing information in the checklist, and returns a structured listing rather than pretending to be a general chatbot.&lt;/p&gt;

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

&lt;p&gt;Live demo: &lt;a href="https://resellready.onrender.com" rel="noopener noreferrer"&gt;https://resellready.onrender.com&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Health check: &lt;a href="https://resellready.onrender.com/api/health" rel="noopener noreferrer"&gt;https://resellready.onrender.com/api/health&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  Code
&lt;/h2&gt;

&lt;p&gt;Repository: &lt;a href="https://github.com/ayushmankoley/Resellready" rel="noopener noreferrer"&gt;https://github.com/ayushmankoley/Resellready&lt;/a&gt;&lt;/p&gt;

&lt;h2&gt;
  
  
  How I Built It
&lt;/h2&gt;

&lt;p&gt;ReSellReady uses Google's open-weight Gemma models:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Primary model: &lt;code&gt;gemma-4-31b-it&lt;/code&gt;
&lt;/li&gt;
&lt;li&gt;Backup model: &lt;code&gt;gemma-4-26b-a4b-it&lt;/code&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The browser UI sends listing details to a small Node.js backend. The backend builds a category-aware agent prompt containing the seller's facts, marketplace, tone, safety rules, output contract, and an example. It calls Gemma server-side, validates the returned JSON, recovers JSON wrapped in code fences or explanatory text, and retries with the backup model for temporary provider failures or malformed model output.&lt;/p&gt;

&lt;p&gt;The frontend includes product adaptation, photo previews, a loading state, hosted-model labeling, error fallback, and copy-to-clipboard actions. Render hosts the public Node.js service, while the Google API key remains a server-side environment secret.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why Does Open Innovation Matter?
&lt;/h2&gt;

&lt;p&gt;Open innovation makes this product easier to adapt to the real vocabulary of small sellers. A vintage reseller, home baker, or handmade maker has different facts and safety concerns; the prompt and model can be tuned around those workflows instead of forcing every seller into a generic copywriting experience.&lt;/p&gt;

&lt;p&gt;Using an open-weight Gemma model also reduces dependence on a closed model vendor's product decisions and makes the agent's behavior inspectable and changeable. The model can be swapped, backed up, evaluated, or eventually fine-tuned for a niche category. Hosted inference keeps the demo accessible while the application still keeps the provider key out of the browser.&lt;/p&gt;

&lt;h2&gt;
  
  
  Prize Categories
&lt;/h2&gt;

&lt;p&gt;Best Use of Gemma. — Our open source model&lt;/p&gt;

&lt;p&gt;Best Use of Render — Render hosts the public ReSellReady frontend and backend as a single Node.js web service, with a public live demo and &lt;code&gt;/api/health&lt;/code&gt; deployment check.&lt;/p&gt;

&lt;p&gt;Best Use of GitHub Copilot — GitHub Copilot was used throughout the build to develop, debug, refine, and ship the ReSellReady agent.&lt;/p&gt;

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