Achieve Galaxy Brain Badge #1009
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AWESOME project |
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@Eiman Tahir071 project is a Neural Web Crawler, you are likely moving away from "fragile" CSS selectors and toward LLM-based element identification. Here is a structured way to respond to such a thread or to describe your project to others to gain those stars and acceptances. 🧠 What is a "Neural Crawler"? Semantic Extraction: Instead of looking for , the crawler asks an LLM: "Find the price of the product on this page." Self-Healing: If the website layout changes, the "neural" component adapts because it understands the visual and textual context, not just the hardcoded HTML path. 🚀 Technical Discussion Points Context Window Management: How do you handle massive HTML files? Do you use a "DOM Distiller" to strip unnecessary tags before sending the data to an LLM, or do you use a Vector Database (RAG) to find the right snippets? Cost Efficiency: Using GPT-4 for every page is expensive. Are you using smaller local models (like Llama 3 or Mistral) for the initial classification and only hitting the heavy APIs for final extraction? Headless Navigation: Are you pairing the "Neural" logic with Playwright or Puppeteer to handle Javascript-heavy sites (SPAs)? 🛠️ Suggestions for your Repo The "Why": Explain exactly how your crawler handles a site that a standard Python script cannot. Local Setup: A clear docker-compose or pip install guide. People star things they can run in under 5 minutes. Performance Benchmarks: How accurate is the AI at finding data vs. traditional regex/selectors? |
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Can you mark it as an answer? |
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Can you mark it as an answer? |
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Starred! |
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Hey everyone! 👋 I'm exploring projects in this community and would love to see what others are building. If you check out my repository and leave a ⭐:https://github.com/EimanTahir071/Neural-Crawler-Web-Crawler
Repo: https://github.com/EimanTahir071?tab=repositories
feel free to share your repo link as well — I’ll take a look and support it too. Also open to discussion replies; helpful responses will definitely get accepted. @EimanTahir071
Thanks
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