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    <title>DEV Community: Jashraj shah</title>
    <description>The latest articles on DEV Community by Jashraj shah (@cybertarra).</description>
    <link>https://dev.to/cybertarra</link>
    <image>
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      <title>DEV Community: Jashraj shah</title>
      <link>https://dev.to/cybertarra</link>
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    <item>
      <title>Built and launched WebDoctor AI 🌐🧠</title>
      <dc:creator>Jashraj shah</dc:creator>
      <pubDate>Wed, 27 May 2026 12:12:50 +0000</pubDate>
      <link>https://dev.to/cybertarra/built-and-launched-webdoctor-ai-cf0</link>
      <guid>https://dev.to/cybertarra/built-and-launched-webdoctor-ai-cf0</guid>
      <description>&lt;p&gt;An AI-powered website intelligence platform that analyzes websites and turns diagnostics into an interactive neural command center experience.&lt;/p&gt;

&lt;p&gt;Instead of showing traditional dashboards, I wanted to experiment with a more immersive approach using a real-time 3D interface and AI-driven analysis.&lt;/p&gt;

&lt;p&gt;Features:&lt;/p&gt;

&lt;p&gt;⚡ Website performance analysis&lt;br&gt;
🛡 Security inspection&lt;br&gt;
🔍 SEO diagnostics&lt;br&gt;
🌍 Domain intelligence + WHOIS analysis&lt;br&gt;
🧠 AI-generated recommendations&lt;br&gt;
📊 Historical scan tracking&lt;br&gt;
🌌 Interactive Three.js neural visualization&lt;/p&gt;

&lt;p&gt;Tech stack:&lt;/p&gt;

&lt;p&gt;Frontend:&lt;br&gt;
• Next.js&lt;br&gt;
• React Three Fiber / Three.js&lt;br&gt;
• TailwindCSS&lt;/p&gt;

&lt;p&gt;Backend:&lt;br&gt;
• FastAPI&lt;br&gt;
• Python&lt;/p&gt;

&lt;p&gt;Database + AI:&lt;br&gt;
• Supabase&lt;br&gt;
• Groq AI&lt;/p&gt;

&lt;p&gt;Deployment:&lt;br&gt;
• Vercel&lt;br&gt;
• Railway&lt;/p&gt;

&lt;p&gt;One interesting part of building this was solving real-world deployment and system issues:&lt;/p&gt;

&lt;p&gt;→ Railway 502 debugging&lt;br&gt;
→ Backend runtime failures&lt;br&gt;
→ Frontend–backend connection bugs&lt;br&gt;
→ API dependency conflicts&lt;br&gt;
→ Environment configuration issues&lt;br&gt;
→ Production deployment troubleshooting&lt;/p&gt;

&lt;p&gt;Live Demo:&lt;/p&gt;

&lt;p&gt;🌐 &lt;a href="https://web-doctor-ai.vercel.app/" rel="noopener noreferrer"&gt;https://web-doctor-ai.vercel.app/&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;Github:&lt;/p&gt;


&lt;div class="ltag-github-readme-tag"&gt;
  &lt;div class="readme-overview"&gt;
    &lt;h2&gt;
      &lt;img src="https://assets.dev.to/assets/github-logo-5a155e1f9a670af7944dd5e12375bc76ed542ea80224905ecaf878b9157cdefc.svg" alt="GitHub logo"&gt;
      &lt;a href="https://github.com/cybertarr-A" rel="noopener noreferrer"&gt;
        cybertarr-A
      &lt;/a&gt; / &lt;a href="https://github.com/cybertarr-A/WebDoctor-AI" rel="noopener noreferrer"&gt;
        WebDoctor-AI
      &lt;/a&gt;
    &lt;/h2&gt;
    &lt;h3&gt;
      WebDoctor AI is an enterprise-grade SaaS platform that acts as an "intelligent doctor" for websites. Enter any URL to compile real-time diagnostic reports, evaluate transport security, map technical frameworks, calculate standardized metrics, and generate deep, actionable AI-powered recommendations.
    &lt;/h3&gt;
  &lt;/div&gt;
  &lt;div class="ltag-github-body"&gt;
    
&lt;div id="readme" class="md"&gt;
&lt;a rel="noopener noreferrer" href="https://private-user-images.githubusercontent.com/217654836/598766094-984de5e8-df7f-48c2-bb6a-27d261d77e3f.png?jwt=eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Nzk4ODQzNzMsIm5iZiI6MTc3OTg4NDA3MywicGF0aCI6Ii8yMTc2NTQ4MzYvNTk4NzY2MDk0LTk4NGRlNWU4LWRmN2YtNDhjMi1iYjZhLTI3ZDI2MWQ3N2UzZi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjYwNTI3JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI2MDUyN1QxMjE0MzNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1hZjkyZTg4MTlhZmEwMGNiZTVlNGViYjhmMWU1ZGNkMGNiNTdkOTFjZWI4MGI3NTk5ODhhM2UwOGRhOTNkNDIxJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCZyZXNwb25zZS1jb250ZW50LXR5cGU9aW1hZ2UlMkZwbmcifQ.8Ac1hFeb49XKJ1BLvebRXzRD8V3ih8fzs30Opy-EzoE"&gt;&lt;img width="1895" height="993" alt="image" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fprivate-user-images.githubusercontent.com%2F217654836%2F598766094-984de5e8-df7f-48c2-bb6a-27d261d77e3f.png%3Fjwt%3DeyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3Nzk4ODQzNzMsIm5iZiI6MTc3OTg4NDA3MywicGF0aCI6Ii8yMTc2NTQ4MzYvNTk4NzY2MDk0LTk4NGRlNWU4LWRmN2YtNDhjMi1iYjZhLTI3ZDI2MWQ3N2UzZi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjYwNTI3JTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI2MDUyN1QxMjE0MzNaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1hZjkyZTg4MTlhZmEwMGNiZTVlNGViYjhmMWU1ZGNkMGNiNTdkOTFjZWI4MGI3NTk5ODhhM2UwOGRhOTNkNDIxJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCZyZXNwb25zZS1jb250ZW50LXR5cGU9aW1hZ2UlMkZwbmcifQ.8Ac1hFeb49XKJ1BLvebRXzRD8V3ih8fzs30Opy-EzoE" class="js-gh-image-fallback"&gt;&lt;/a&gt;
&lt;div class="markdown-heading"&gt;
&lt;h1 class="heading-element"&gt;🌐 WebDoctor AI — Neural Website Intelligence Platform&lt;/h1&gt;
&lt;/div&gt;
&lt;div&gt;
&lt;p&gt;&lt;a rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/b92a68934f6f329183f808be447e84489631ecb547c04981b628e6f26e823eeb/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f41492d576562446f63746f722d626c7565"&gt;&lt;img src="https://camo.githubusercontent.com/b92a68934f6f329183f808be447e84489631ecb547c04981b628e6f26e823eeb/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f41492d576562446f63746f722d626c7565" alt="WebDoctor AI Banner"&gt;&lt;/a&gt;
&lt;a rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/04c9054300f8b64fa3aceb5d9fe139ab28f512ec9e76aab799feb99e160c2012/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f466173744150492d4261636b656e642d677265656e"&gt;&lt;img src="https://camo.githubusercontent.com/04c9054300f8b64fa3aceb5d9fe139ab28f512ec9e76aab799feb99e160c2012/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f466173744150492d4261636b656e642d677265656e" alt="FastAPI"&gt;&lt;/a&gt;
&lt;a rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/3321bc126dfa058e4c249110fd10f0053e0b85831d92951e6157f14b81e66457/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4e6578742e6a732d46726f6e74656e642d626c61636b"&gt;&lt;img src="https://camo.githubusercontent.com/3321bc126dfa058e4c249110fd10f0053e0b85831d92951e6157f14b81e66457/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4e6578742e6a732d46726f6e74656e642d626c61636b" alt="NextJS"&gt;&lt;/a&gt;
&lt;a rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/a1511c3f2e145b54b0cd1929c426491c0b54983838f16e8a0c540f09ed668bcf/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f54687265652e6a732d33442d707572706c65"&gt;&lt;img src="https://camo.githubusercontent.com/a1511c3f2e145b54b0cd1929c426491c0b54983838f16e8a0c540f09ed668bcf/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f54687265652e6a732d33442d707572706c65" alt="ThreeJS"&gt;&lt;/a&gt;
&lt;a rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/7aab00a46b00ada9325f7da5b2c61bb9ac34b77937e1c4376aebe5168170dd4e/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f5261696c7761792d4465706c6f7965642d626c7565"&gt;&lt;img src="https://camo.githubusercontent.com/7aab00a46b00ada9325f7da5b2c61bb9ac34b77937e1c4376aebe5168170dd4e/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f5261696c7761792d4465706c6f7965642d626c7565" alt="Railway"&gt;&lt;/a&gt;
&lt;a rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/d43bd507e5425014727226411e0c07f77c678fb42c31ad4001b2c7551bc5839c/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f56657263656c2d4c6976652d626c61636b"&gt;&lt;img src="https://camo.githubusercontent.com/d43bd507e5425014727226411e0c07f77c678fb42c31ad4001b2c7551bc5839c/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f56657263656c2d4c6976652d626c61636b" alt="Vercel"&gt;&lt;/a&gt;
&lt;a rel="noopener noreferrer nofollow" href="https://camo.githubusercontent.com/67190b5558e529254e29861b44de6c2703a25b201457e35c5a24b292739805d5/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f53757061626173652d44617461626173652d677265656e"&gt;&lt;img src="https://camo.githubusercontent.com/67190b5558e529254e29861b44de6c2703a25b201457e35c5a24b292739805d5/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f53757061626173652d44617461626173652d677265656e" alt="Supabase"&gt;&lt;/a&gt;&lt;/p&gt;
&lt;div class="markdown-heading"&gt;
&lt;h3 class="heading-element"&gt;Intelligent Website Diagnostics &amp;amp; AI-Powered Audit Platform&lt;/h3&gt;
&lt;/div&gt;
&lt;p&gt;Analyze websites using AI-driven diagnostics, security analysis, SEO intelligence, performance scanning, and immersive neural visualization.&lt;/p&gt;
&lt;p&gt;🚀 Live Demo: &lt;a href="https://web-doctor-ai.vercel.app/" rel="nofollow noopener noreferrer"&gt;https://web-doctor-ai.vercel.app/&lt;/a&gt;&lt;/p&gt;
&lt;/div&gt;

&lt;div class="markdown-heading"&gt;
&lt;h1 class="heading-element"&gt;📖 Overview&lt;/h1&gt;
&lt;/div&gt;
&lt;p&gt;WebDoctor AI is a full-stack AI-powered diagnostic platform designed to analyze websites and generate intelligent insights through a futuristic neural command center interface.&lt;/p&gt;
&lt;p&gt;The system combines:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;AI-driven recommendations&lt;/li&gt;
&lt;li&gt;Website performance analysis&lt;/li&gt;
&lt;li&gt;SEO diagnostics&lt;/li&gt;
&lt;li&gt;Security inspection&lt;/li&gt;
&lt;li&gt;Domain intelligence&lt;/li&gt;
&lt;li&gt;Website DNA analysis&lt;/li&gt;
&lt;li&gt;Historical report tracking&lt;/li&gt;
&lt;li&gt;Interactive 3D visualization&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="markdown-heading"&gt;
&lt;h1 class="heading-element"&gt;✨ Features&lt;/h1&gt;

&lt;/div&gt;
&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;🧠 AI Intelligence Engine&lt;/h2&gt;

&lt;/div&gt;
&lt;ul&gt;
&lt;li&gt;AI-generated recommendations&lt;/li&gt;
&lt;li&gt;Heuristic analysis fallback&lt;/li&gt;
&lt;li&gt;Website behavior profiling&lt;/li&gt;
&lt;li&gt;Automated issue prioritization&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;🔍 Website Diagnostics&lt;/h2&gt;

&lt;/div&gt;
&lt;ul&gt;
&lt;li&gt;Performance analysis&lt;/li&gt;
&lt;li&gt;Security checks&lt;/li&gt;
&lt;li&gt;SEO auditing&lt;/li&gt;
&lt;li&gt;Accessibility analysis&lt;/li&gt;
&lt;li&gt;Robots.txt detection&lt;/li&gt;
&lt;li&gt;Sitemap detection&lt;/li&gt;
&lt;li&gt;Domain analysis&lt;/li&gt;
&lt;li&gt;WHOIS lookup&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;🌌 Neural Command Center&lt;/h2&gt;

&lt;/div&gt;
&lt;ul&gt;
&lt;li&gt;Real-time Three.js visualization&lt;/li&gt;
&lt;li&gt;Interactive orbital modules&lt;/li&gt;
&lt;li&gt;Dynamic AI core rendering&lt;/li&gt;
&lt;li&gt;Camera focus transitions&lt;/li&gt;
&lt;li&gt;Particle-driven WebGL environment&lt;/li&gt;
&lt;li&gt;Cyberpunk neural UI&lt;/li&gt;
&lt;/ul&gt;

&lt;div class="markdown-heading"&gt;
&lt;h2 class="heading-element"&gt;📊 Historical Analytics&lt;/h2&gt;

&lt;/div&gt;
&lt;ul&gt;
&lt;li&gt;Previous scan tracking&lt;/li&gt;
&lt;li&gt;Report retrieval&lt;/li&gt;
&lt;li&gt;Executive…&lt;/li&gt;
&lt;/ul&gt;
&lt;/div&gt;
  &lt;/div&gt;
  &lt;div class="gh-btn-container"&gt;&lt;a class="gh-btn" href="https://github.com/cybertarr-A/WebDoctor-AI" rel="noopener noreferrer"&gt;View on GitHub&lt;/a&gt;&lt;/div&gt;
&lt;/div&gt;


&lt;p&gt;Would appreciate feedback from developers and builders — especially around UI experience, diagnostics quality, and ideas for future features.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>webdev</category>
      <category>programming</category>
      <category>productivity</category>
    </item>
    <item>
      <title>How I Built an AI System That Actually Thinks in Pipelines (Not Just Prompts)</title>
      <dc:creator>Jashraj shah</dc:creator>
      <pubDate>Sun, 03 May 2026 07:27:14 +0000</pubDate>
      <link>https://dev.to/cybertarra/how-i-built-an-ai-system-that-actually-thinks-in-pipelines-not-just-prompts-3hn2</link>
      <guid>https://dev.to/cybertarra/how-i-built-an-ai-system-that-actually-thinks-in-pipelines-not-just-prompts-3hn2</guid>
      <description>&lt;p&gt;Most AI apps today are just prompt wrappers.&lt;/p&gt;

&lt;p&gt;I wanted to build something different — a system that &lt;em&gt;thinks in pipelines&lt;/em&gt;, not single responses.&lt;/p&gt;

&lt;p&gt;So I designed an architecture with:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Input processing → Context enrichment&lt;/li&gt;
&lt;li&gt;Vector search (FAISS) → Memory recall&lt;/li&gt;
&lt;li&gt;LLM reasoning  → Decision layer&lt;/li&gt;
&lt;li&gt;Output refinement → Structured response&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The key idea:&lt;br&gt;
AI shouldn’t just answer — it should &lt;em&gt;process information like a system&lt;/em&gt;.&lt;/p&gt;

&lt;p&gt;Instead of:&lt;br&gt;
User → Prompt → Output&lt;/p&gt;

&lt;p&gt;I built:&lt;br&gt;
User → Multi-stage pipeline → Intelligent result&lt;/p&gt;

&lt;p&gt;This approach improves:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Accuracy&lt;/li&gt;
&lt;li&gt;Context awareness&lt;/li&gt;
&lt;li&gt;Scalability&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Stack:&lt;br&gt;
Python + FastAPI + Groq + FAISS + Supabase&lt;/p&gt;

&lt;p&gt;Next step:&lt;br&gt;
Turning this into a modular agent system where each component becomes a specialized AI.&lt;/p&gt;

&lt;p&gt;Curious — are you building AI apps as tools or as systems?&lt;/p&gt;

</description>
      <category>ai</category>
      <category>programming</category>
      <category>productivity</category>
      <category>machinelearning</category>
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