Google Changed RAG Forever with NEW Gemini File Search Tool (n8n AI Agent) скачать в хорошем качестве

Google Changed RAG Forever with NEW Gemini File Search Tool (n8n AI Agent)

Looking to upskill in AI Space ? Join our AI Courses: https://www.galtechlearning.com/ai-co... Build your own AI Study Abroad Consultant Agent using n8n and Google Gemini File Search! 🎓✈️ Learn how to build a powerful RAG system without manual chunking or embeddings. ഈ വീഡിയോയിൽ n8n-ഉം Google Gemini-യും ഉപയോഗിച്ച് വിസ സംശയങ്ങൾക്ക് മറുപടി നൽകുന്ന ഒരു AI ഏജന്റിനെ എങ്ങനെ നിർമ്മിക്കാം എന്ന് നോക്കാം. In this Malayalam tutorial, we are building a fully functional AI Study Abroad Consultant Agent using n8n automation and Google's latest Gemini File Search Tool. Currently, students going to the UK, USA, Canada, or Australia have to read through official visa PDF documents that are over 100 pages long to understand rules regarding funds, dependents, and work hours. This AI Agent solves that problem instantly. Previously, we built an HR Agent using Pinecone where we had to manually handle data chunking, embeddings, and indexing. However, with the new Google Gemini File Search API, Google handles all the complex chunking and embedding processes automatically. We will connect this to n8n to create a workflow that reads a UK Visa PDF and answers specific user queries like "Can I bring dependents?" or "What are the fund requirements?". Key topics covered in this video: 1. Introduction to AI Agents for Study Abroad Consultancy 2. Analyzing the problem: Reading 100+ page Visa PDFs 3. Difference between Pinecone RAG vs Google Gemini File Search 4. How Gemini handles automatic chunking and embedding 5. Step-by-step n8n workflow creation 6. Integrating the File Search API and testing the Agent --- For more Project Details, Tech Career Guidance, Job Tips, നമ്മുടെ WhatsApp Channel-ൽ Join ചെയ്യൂ! 🔗https://whatsapp.com/channel/0029VbAM... Reach Us 📞 0480 273 0123 / +917012716483 🌐 www.galtechlearning.com 📧 info@galtechlearning.com WhatsApp: https://api.whatsapp.com/send?phone=9... Facebook:   / galtech.school   Instagram:   / galtech.school   --- TIMESTAMPS: 00:00 - Introduction & Demo of AI Study Abroad Agent 01:15 - The Problem: Analyzing Large Visa Documents (UK/Canada) 02:30 - Solution: Using Google Gemini File Search Tool 03:45 - Comparison: Pinecone (Manual RAG) vs Gemini (Auto RAG) 05:20 - How Gemini handles Embeddings & Chunking automatically 06:45 - Creating the n8n Workflow Step-by-Step 08:30 - Setting up the Body & Field Names 09:45 - Uploading the PDF to the Agent 11:00 - Testing the AI Agent with Real Questions 12:30 - Conclusion & Future Videos ━━━━━━━━━━━━━━━━━━━━━━ 👍 ENJOYED THIS VIDEO? 🔔 Subscribe for more AI & Automation tutorials in Malayalam 💬 Comment your doubts regarding n8n or Gemini below 📢 Share this with developers and students interested in AI ━━━━━━━━━━━━━━━━━━━━━━ #n8n #AIagent #GoogleGemini #RAGSystem #MalayalamTutorial #StudyAbroad #ArtificialIntelligence #Automation #GeminiFileSearch #NoCode #LLM #MachineLearning #TechMalayalam #VectorDatabase #AIWorkflow