{"id":10241,"date":"2025-09-11T15:49:42","date_gmt":"2025-09-11T12:49:42","guid":{"rendered":"https:\/\/mobian.studio\/?p=10241"},"modified":"2025-09-11T15:49:42","modified_gmt":"2025-09-11T12:49:42","slug":"modern-techniques-in-building-custom-rag-powered-chatbots","status":"publish","type":"post","link":"https:\/\/mobian.studio\/he\/modern-techniques-in-building-custom-rag-powered-chatbots\/","title":{"rendered":"\u05d8\u05db\u05e0\u05d9\u05e7\u05d5\u05ea \u05de\u05d5\u05d3\u05e8\u05e0\u05d9\u05d5\u05ea \u05d1\u05d1\u05e0\u05d9\u05d9\u05ea \u05e6&#039;\u05d0\u05d8\u05d1\u05d5\u05d8\u05d9\u05dd \u05de\u05d5\u05ea\u05d0\u05de\u05d9\u05dd \u05d0\u05d9\u05e9\u05d9\u05ea \u05d4\u05de\u05d5\u05e4\u05e2\u05dc\u05d9\u05dd \u05e2\u05dc \u05d9\u05d3\u05d9 RAG"},"content":{"rendered":"<h1>\u05d8\u05db\u05e0\u05d9\u05e7\u05d5\u05ea \u05de\u05d5\u05d3\u05e8\u05e0\u05d9\u05d5\u05ea \u05d1\u05d1\u05e0\u05d9\u05d9\u05ea \u05e6&#039;\u05d0\u05d8\u05d1\u05d5\u05d8\u05d9\u05dd \u05de\u05d5\u05ea\u05d0\u05de\u05d9\u05dd \u05d0\u05d9\u05e9\u05d9\u05ea \u05d4\u05de\u05d5\u05e4\u05e2\u05dc\u05d9\u05dd \u05e2\u05dc \u05d9\u05d3\u05d9 RAG<\/h1>\n<p>\u05d1\u05e2\u05d9\u05d3\u05df \u05e9\u05dc \u05d8\u05e8\u05e0\u05e1\u05e4\u05d5\u05e8\u05de\u05e6\u05d9\u05d4 \u05de\u05d5\u05e0\u05e2\u05ea \u05e2\u05dc \u05d9\u05d3\u05d9 \u05d1\u05d9\u05e0\u05d4 \u05de\u05dc\u05d0\u05db\u05d5\u05ea\u05d9\u05ea, \u05e2\u05e1\u05e7\u05d9\u05dd \u05d0\u05d9\u05e0\u05dd \u05d9\u05db\u05d5\u05dc\u05d9\u05dd \u05e2\u05d5\u05d3 \u05dc\u05d4\u05e1\u05ea\u05de\u05da \u05e2\u05dc \u05e6&#039;\u05d0\u05d8\u05d1\u05d5\u05d8\u05d9\u05dd \u05de\u05e1\u05d5\u05e8\u05ea\u05d9\u05d9\u05dd \u05d4\u05de\u05e1\u05e4\u05e7\u05d9\u05dd \u05ea\u05d2\u05d5\u05d1\u05d5\u05ea \u05e9\u05d8\u05d7\u05d9\u05d5\u05ea \u05d0\u05d5 \u05d2\u05e0\u05e8\u05d9\u05d5\u05ea. \u05d1\u05d9\u05df \u05d0\u05dd \u05d4\u05dd \u05de\u05e9\u05e8\u05ea\u05d9\u05dd \u05dc\u05e7\u05d5\u05d7\u05d5\u05ea, \u05e2\u05d5\u05d1\u05d3\u05d9\u05dd \u05d0\u05d5 \u05e9\u05d5\u05ea\u05e4\u05d9\u05dd, \u05d0\u05e8\u05d2\u05d5\u05e0\u05d9\u05dd \u05d6\u05e7\u05d5\u05e7\u05d9\u05dd \u05dc\u05e2\u05d5\u05d6\u05e8\u05d9\u05dd \u05e9\u05de\u05e1\u05e4\u05e7\u05d9\u05dd... <strong>\u05ea\u05e9\u05d5\u05d1\u05d5\u05ea \u05d0\u05de\u05d9\u05e0\u05d5\u05ea, \u05de\u05d1\u05d5\u05e1\u05e1\u05d5\u05ea \u05d4\u05e7\u05e9\u05e8 \u05d5\u05e2\u05d3\u05db\u05e0\u05d9\u05d5\u05ea<\/strong>.<\/p>\n<p>\u05d6\u05d4 \u05d4\u05de\u05e7\u05d5\u05dd \u05e9\u05d1\u05d5 <strong>\u05d9\u05e6\u05d9\u05e8\u05ea \u05d0\u05d7\u05d6\u05d5\u05e8 \u05de\u05d5\u05d2\u05d1\u05e8\u05ea (RAG)<\/strong> \u05e0\u05db\u05e0\u05e1 \u05dc\u05ea\u05de\u05d5\u05e0\u05d4. \u05e2\u05dc \u05d9\u05d3\u05d9 \u05e9\u05d9\u05dc\u05d5\u05d1 \u05e9\u05dc \u05de\u05d5\u05d3\u05dc\u05d9\u05dd \u05dc\u05e9\u05d5\u05e0\u05d9\u05d9\u05dd \u05d2\u05d3\u05d5\u05dc\u05d9\u05dd (LLMs) \u05e2\u05dd \u05de\u05d0\u05d2\u05e8\u05d9 \u05d9\u05d3\u05e2 \u05e1\u05e4\u05e6\u05d9\u05e4\u05d9\u05d9\u05dd \u05dc\u05d7\u05d1\u05e8\u05d4, \u05e6&#039;\u05d0\u05d8\u05d1\u05d5\u05d8\u05d9\u05dd \u05d4\u05de\u05d5\u05e4\u05e2\u05dc\u05d9\u05dd \u05e2\u05dc \u05d9\u05d3\u05d9 RAG \u05de\u05d2\u05d3\u05d9\u05e8\u05d9\u05dd \u05de\u05d7\u05d3\u05e9 \u05d0\u05ea \u05d4\u05e1\u05d8\u05e0\u05d3\u05e8\u05d8\u05d9\u05dd \u05e9\u05dc \u05d0\u05d5\u05d8\u05d5\u05de\u05e6\u05d9\u05d4 \u05d0\u05e8\u05d2\u05d5\u05e0\u05d9\u05ea.<\/p>\n<p>\u05d1\u05de\u05d3\u05e8\u05d9\u05da \u05d6\u05d4, \u05e0\u05d7\u05e7\u05d5\u05e8 <strong>\u05d8\u05db\u05e0\u05d9\u05e7\u05d5\u05ea \u05de\u05d5\u05d3\u05e8\u05e0\u05d9\u05d5\u05ea<\/strong> \u05dc\u05d1\u05e0\u05d9\u05d9\u05ea \u05e6&#039;\u05d0\u05d8\u05d1\u05d5\u05d8\u05d9\u05dd \u05de\u05e1\u05d5\u05d2 RAG \u05d4\u05e0\u05d9\u05ea\u05e0\u05d9\u05dd \u05dc\u05d4\u05e8\u05d7\u05d1\u05d4, \u05de\u05d3\u05d5\u05d9\u05e7\u05d9\u05dd \u05d5\u05de\u05d5\u05ea\u05d0\u05de\u05d9\u05dd \u05dc\u05e6\u05e8\u05db\u05d9\u05dd \u05d4\u05e2\u05e1\u05e7\u05d9\u05d9\u05dd.<\/p>\n<hr \/>\n<h2>\u05de\u05d4\u05d9 \u05d9\u05e6\u05d9\u05e8\u05ea \u05d0\u05d7\u05d6\u05d5\u05e8 \u05e8\u05d1\u05d5\u05d3\u05d4 (RAG)?<\/h2>\n<p>\u05d1\u05dc\u05d9\u05d1\u05ea\u05d4, RAG \u05d4\u05d9\u05d0 \u05e9\u05d9\u05d8\u05d4 \u05dc\u05e9\u05d9\u05e4\u05d5\u05e8 \u05de\u05e2\u05e8\u05db\u05d5\u05ea LLM \u05e2\u05dd \u05e0\u05ea\u05d5\u05e0\u05d9\u05dd \u05d7\u05d9\u05e6\u05d5\u05e0\u05d9\u05d9\u05dd. \u05d1\u05de\u05e7\u05d5\u05dd \u05dc\u05d4\u05e1\u05ea\u05de\u05da \u05d0\u05da \u05d5\u05e8\u05e7 \u05e2\u05dc \u05d0\u05d9\u05de\u05d5\u05df \u05de\u05d5\u05e7\u05d3\u05dd \u05e9\u05dc \u05d4\u05de\u05d5\u05d3\u05dc, \u05e6\u05d9\u05e0\u05d5\u05e8 RAG \u05de\u05d0\u05d7\u05d6\u05e8 <strong>\u05de\u05d9\u05d3\u05e2 \u05e8\u05dc\u05d5\u05d5\u05e0\u05d8\u05d9 \u05de\u05de\u05e1\u05d3 \u05e0\u05ea\u05d5\u05e0\u05d9\u05dd \u05d0\u05d5 \u05de\u05d0\u05d2\u05e8 \u05de\u05e1\u05de\u05db\u05d9\u05dd<\/strong> \u05d5\u05dc\u05d0\u05d7\u05e8 \u05de\u05db\u05df \u05de\u05d9\u05d9\u05e6\u05e8 \u05ea\u05d2\u05d5\u05d1\u05d4 \u05de\u05d5\u05ea\u05d0\u05de\u05ea \u05d0\u05d9\u05e9\u05d9\u05ea.<\/p>\n<p>\u05ea\u05d4\u05dc\u05d9\u05da \u05db\u05e4\u05d5\u05dc \u05d6\u05d4 \u05de\u05d1\u05d8\u05d9\u05d7 \u05e9\u05d4\u05e6&#039;\u05d0\u05d8\u05d1\u05d5\u05d8 \u05d9\u05d4\u05d9\u05d4 \u05d2\u05dd \u05d5\u05d2\u05dd <strong>\u05d1\u05e2\u05dc \u05d9\u05d3\u05e2 \u05d5\u05de\u05d3\u05d5\u05d9\u05e7<\/strong>, \u05d0\u05e4\u05d9\u05dc\u05d5 \u05d1\u05ea\u05e2\u05e9\u05d9\u05d5\u05ea \u05e9\u05d1\u05d4\u05df \u05ea\u05e7\u05e0\u05d5\u05ea, \u05ea\u05d9\u05e2\u05d5\u05d3 \u05d5\u05e6\u05e8\u05db\u05d9 \u05dc\u05e7\u05d5\u05d7\u05d5\u05ea \u05de\u05ea\u05e4\u05ea\u05d7\u05d9\u05dd \u05d1\u05de\u05d4\u05d9\u05e8\u05d5\u05ea.<\/p>\n<hr \/>\n<h2>\u05d8\u05db\u05e0\u05d9\u05e7\u05d5\u05ea \u05de\u05e4\u05ea\u05d7 \u05dc\u05e6&#039;\u05d0\u05d8\u05d1\u05d5\u05d8\u05d9\u05dd \u05de\u05d5\u05d3\u05e8\u05e0\u05d9\u05d9\u05dd \u05d4\u05de\u05d5\u05e4\u05e2\u05dc\u05d9\u05dd \u05e2\u05dc \u05d9\u05d3\u05d9 RAG<\/h2>\n<h3>1. \u05d7\u05dc\u05d5\u05e7\u05ea \u05e0\u05ea\u05d5\u05e0\u05d9\u05dd \u05d7\u05db\u05de\u05d4<\/h3>\n<p>\u05e4\u05d9\u05e8\u05d5\u05e7 \u05de\u05e1\u05de\u05db\u05d9\u05dd \u05d2\u05d3\u05d5\u05dc\u05d9\u05dd \u05dc\u05ea\u05d5\u05da <strong>\u05de\u05e7\u05d8\u05e2\u05d9\u05dd \u05e0\u05d9\u05ea\u05e0\u05d9\u05dd \u05dc\u05e0\u05d9\u05d4\u05d5\u05dc<\/strong> \u05de\u05e9\u05e4\u05e8 \u05d4\u05df \u05d0\u05ea \u05d3\u05d9\u05d5\u05e7 \u05d4\u05d0\u05d7\u05d6\u05d5\u05e8 \u05d5\u05d4\u05df \u05d0\u05ea \u05d4\u05de\u05d4\u05d9\u05e8\u05d5\u05ea. \u05e6\u05d9\u05e0\u05d5\u05e8\u05d5\u05ea \u05d4\u05ea\u05e7\u05e9\u05d5\u05e8\u05ea \u05e9\u05dc \u05d4\u05d9\u05d5\u05dd \u05de\u05e9\u05ea\u05de\u05e9\u05d9\u05dd <strong>\u05d7\u05dc\u05d5\u05e7\u05d4 \u05e1\u05de\u05e0\u05d8\u05d9\u05ea<\/strong> \u05d1\u05de\u05e7\u05d5\u05dd \u05e4\u05d9\u05e6\u05d5\u05dc\u05d9 \u05d8\u05e7\u05e1\u05d8 \u05e0\u05d5\u05e7\u05e9\u05d9\u05dd, \u05ea\u05d5\u05da \u05d4\u05e7\u05e4\u05d3\u05d4 \u05e2\u05dc \u05e9\u05de\u05d9\u05e8\u05d4 \u05e2\u05dc \u05d4\u05d4\u05e7\u05e9\u05e8.<\/p>\n<h3>2. \u05de\u05e1\u05d3\u05d9 \u05e0\u05ea\u05d5\u05e0\u05d9\u05dd \u05d5\u05e7\u05d8\u05d5\u05e8\u05d9\u05d9\u05dd \u05d5\u05d0\u05d7\u05d6\u05d5\u05e8 \u05d4\u05d9\u05d1\u05e8\u05d9\u05d3\u05d9<\/h3>\n<p>\u05e9\u05d9\u05de\u05d5\u05e9 \u05d1\u05de\u05e2\u05e8\u05db\u05d5\u05ea \u05de\u05ea\u05e7\u05d3\u05de\u05d5\u05ea <strong>\u05de\u05e1\u05d3\u05d9 \u05e0\u05ea\u05d5\u05e0\u05d9\u05dd \u05d5\u05e7\u05d8\u05d5\u05e8\u05d9\u05d9\u05dd<\/strong> (\u05db\u05de\u05d5 Pinecone, Weaviate, \u05d0\u05d5 pgvector \u05d1-PostgreSQL) \u05db\u05d3\u05d9 \u05dc\u05d1\u05e6\u05e2 \u05d7\u05d9\u05e4\u05d5\u05e9 \u05e1\u05de\u05e0\u05d8\u05d9. \u05e8\u05d1\u05d9\u05dd \u05de\u05e9\u05dc\u05d1\u05d9\u05dd \u05d6\u05d0\u05ea \u05d2\u05dd \u05e2\u05dd <strong>\u05d0\u05d7\u05d6\u05d5\u05e8 \u05de\u05d1\u05d5\u05e1\u05e1 \u05de\u05d9\u05dc\u05d5\u05ea \u05de\u05e4\u05ea\u05d7<\/strong> \u05dc\u05d3\u05d9\u05d5\u05e7 \u05de\u05e7\u05e1\u05d9\u05de\u05dc\u05d9.<\/p>\n<h3>3. \u05e0\u05d9\u05d4\u05d5\u05dc \u05d6\u05d9\u05db\u05e8\u05d5\u05df \u05de\u05d5\u05d3\u05e2 \u05dc\u05d4\u05e7\u05e9\u05e8<\/h3>\n<p>\u05db\u05d3\u05d9 \u05dc\u05e9\u05de\u05d5\u05e8 \u05e2\u05dc \u05e9\u05d9\u05d7\u05d5\u05ea \u05e7\u05d5\u05d4\u05e8\u05e0\u05d8\u05d9\u05d5\u05ea, \u05e6&#039;\u05d0\u05d8\u05d1\u05d5\u05d8\u05d9\u05dd \u05de\u05d5\u05d3\u05e8\u05e0\u05d9\u05d9\u05dd \u05de\u05e9\u05ea\u05de\u05e9\u05d9\u05dd \u05d1- <strong>\u05de\u05d0\u05d2\u05e8\u05d9\u05dd \u05d3\u05d9\u05e0\u05de\u05d9\u05d9\u05dd \u05e9\u05dc \u05d6\u05d9\u05db\u05e8\u05d5\u05df<\/strong> \u05e9\u05de\u05d0\u05d6\u05e0\u05d9\u05dd \u05d1\u05d9\u05df \u05d4\u05e7\u05e9\u05e8 \u05e9\u05dc \u05d3\u05d9\u05d0\u05dc\u05d5\u05d2 \u05dc\u05d8\u05d5\u05d5\u05d7 \u05e7\u05e6\u05e8 \u05dc\u05d1\u05d9\u05df \u05d9\u05d3\u05e2 \u05d0\u05e8\u05d2\u05d5\u05e0\u05d9 \u05dc\u05d8\u05d5\u05d5\u05d7 \u05d0\u05e8\u05d5\u05da.<\/p>\n<h3>4. \u05d4\u05d8\u05de\u05e2\u05d5\u05ea \u05e1\u05e4\u05e6\u05d9\u05e4\u05d9\u05d5\u05ea \u05dc\u05ea\u05d7\u05d5\u05dd<\/h3>\n<p>\u05d1\u05de\u05e7\u05d5\u05dd \u05d4\u05d8\u05de\u05e2\u05d5\u05ea \u05d2\u05e0\u05e8\u05d9\u05d5\u05ea, \u05d0\u05e8\u05d2\u05d5\u05e0\u05d9\u05dd \u05de\u05d9\u05d9\u05e6\u05e8\u05d9\u05dd \u05db\u05e2\u05ea <strong>\u05d4\u05d8\u05de\u05e2\u05d5\u05ea \u05e1\u05e4\u05e6\u05d9\u05e4\u05d9\u05d5\u05ea \u05dc\u05ea\u05d7\u05d5\u05dd<\/strong>\u2014\u05dc\u05d3\u05d5\u05d2\u05de\u05d4, \u05d8\u05e8\u05de\u05d9\u05e0\u05d5\u05dc\u05d5\u05d2\u05d9\u05d4 \u05e4\u05d9\u05e0\u05e0\u05e1\u05d9\u05ea \u05e2\u05d1\u05d5\u05e8 \u05d0\u05e4\u05dc\u05d9\u05e7\u05e6\u05d9\u05d5\u05ea \u05e4\u05d9\u05e0\u05d8\u05e7 \u05d0\u05d5 \u05d0\u05d5\u05e6\u05e8 \u05de\u05d9\u05dc\u05d9\u05dd \u05e7\u05dc\u05d9\u05e0\u05d9 \u05e2\u05d1\u05d5\u05e8 \u05e4\u05dc\u05d8\u05e4\u05d5\u05e8\u05de\u05d5\u05ea \u05e9\u05d9\u05e8\u05d5\u05ea\u05d9 \u05d1\u05e8\u05d9\u05d0\u05d5\u05ea \u2014 \u05d4\u05d2\u05d1\u05e8\u05ea \u05d4\u05e8\u05dc\u05d5\u05d5\u05e0\u05d8\u05d9\u05d5\u05ea \u05d5\u05d4\u05e4\u05d7\u05ea\u05ea \u05d4\u05d6\u05d9\u05d5\u05ea.<\/p>\n<h3>5. \u05e9\u05db\u05d1\u05d5\u05ea \u05de\u05d3\u05d9\u05e0\u05d9\u05d5\u05ea \u05d5\u05d0\u05d1\u05d8\u05d7\u05d4<\/h3>\n<p>\u05ea\u05d0\u05d9\u05de\u05d5\u05ea \u05d4\u05d9\u05d0 \u05e7\u05e8\u05d9\u05d8\u05d9\u05ea. \u05e6\u05d9\u05e0\u05d5\u05e8\u05d5\u05ea RAG \u05de\u05ea\u05e7\u05d3\u05de\u05d9\u05dd \u05de\u05e6\u05d9\u05d2\u05d9\u05dd <strong>\u05e9\u05db\u05d1\u05d5\u05ea \u05d0\u05d9\u05de\u05d5\u05ea \u05de\u05d3\u05d9\u05e0\u05d9\u05d5\u05ea<\/strong> \u05e9\u05de\u05e1\u05e0\u05e0\u05d9\u05dd \u05ea\u05d2\u05d5\u05d1\u05d5\u05ea \u05d1\u05e0\u05d9\u05d2\u05d5\u05d3 \u05dc\u05d4\u05e0\u05d7\u05d9\u05d5\u05ea \u05de\u05e9\u05e4\u05d8\u05d9\u05d5\u05ea, \u05d0\u05ea\u05d9\u05d5\u05ea \u05d0\u05d5 \u05e9\u05dc \u05de\u05d5\u05ea\u05d2 \u05dc\u05e4\u05e0\u05d9 \u05d4\u05e6\u05d2\u05ea\u05df \u05dc\u05de\u05e9\u05ea\u05de\u05e9.<\/p>\n<h3>6. \u05d9\u05db\u05d5\u05dc\u05d5\u05ea \u05e8\u05d1-\u05de\u05d5\u05d3\u05d0\u05dc\u05d9\u05d5\u05ea<\/h3>\n<p>\u05de\u05e2\u05d1\u05e8 \u05dc\u05d8\u05e7\u05e1\u05d8, \u05e6&#039;\u05d0\u05d8\u05d1\u05d5\u05d8\u05d9\u05dd \u05de\u05ea\u05e7\u05d3\u05de\u05d9\u05dd \u05d9\u05db\u05d5\u05dc\u05d9\u05dd \u05dc\u05d0\u05d7\u05d6\u05e8 \u05d5\u05dc\u05d4\u05e1\u05d1\u05d9\u05e8 <strong>\u05ea\u05de\u05d5\u05e0\u05d5\u05ea, \u05ea\u05e8\u05e9\u05d9\u05de\u05d9\u05dd \u05d0\u05d5 \u05d0\u05e4\u05d9\u05dc\u05d5 \u05e7\u05d8\u05e2\u05d9 \u05d5\u05d9\u05d3\u05d0\u05d5<\/strong>\u2014\u05de\u05d4 \u05e9\u05d4\u05d5\u05e4\u05da \u05d0\u05d5\u05ea\u05dd \u05dc\u05e9\u05d9\u05de\u05d5\u05e9\u05d9\u05d9\u05dd \u05d1\u05de\u05d9\u05d5\u05d7\u05d3 \u05e2\u05d1\u05d5\u05e8 \u05ea\u05d9\u05e2\u05d5\u05d3 \u05d8\u05db\u05e0\u05d9 \u05d0\u05d5 \u05ea\u05e8\u05d7\u05d9\u05e9\u05d9 \u05d4\u05d3\u05e8\u05db\u05d4.<\/p>\n<hr \/>\n<h2>\u05d4\u05e9\u05e4\u05e2\u05d4 \u05e2\u05e1\u05e7\u05d9\u05ea<\/h2>\n<p>\u05d9\u05d9\u05e9\u05d5\u05dd \u05d8\u05db\u05e0\u05d9\u05e7\u05d5\u05ea \u05d0\u05dc\u05d5 \u05de\u05d5\u05d1\u05d9\u05dc \u05dc:<\/p>\n<ul>\n<li><strong>\u05e7\u05dc\u05d9\u05d8\u05d4 \u05d7\u05db\u05de\u05d4 \u05d9\u05d5\u05ea\u05e8<\/strong> \u05e2\u05d5\u05d1\u05d3\u05d9\u05dd \u05d9\u05db\u05d5\u05dc\u05d9\u05dd \u05dc\u05d1\u05e6\u05e2 \u05e9\u05d0\u05d9\u05dc\u05ea\u05d5\u05ea \u05d1\u05de\u05e2\u05e8\u05db\u05d5\u05ea \u05e4\u05e0\u05d9\u05de\u05d9\u05d5\u05ea \u05d5\u05dc\u05d2\u05e9\u05ea \u05de\u05d9\u05d3 \u05dc\u05d9\u05d3\u05e2.<\/li>\n<li><strong>\u05e2\u05dc\u05d5\u05d9\u05d5\u05ea \u05ea\u05de\u05d9\u05db\u05d4 \u05de\u05d5\u05e4\u05d7\u05ea\u05d5\u05ea<\/strong> \u05e6&#039;\u05d0\u05d8\u05d1\u05d5\u05d8\u05d9\u05dd \u05e4\u05d5\u05ea\u05e8\u05d9\u05dd \u05d7\u05dc\u05e7 \u05d2\u05d3\u05d5\u05dc \u05d9\u05d5\u05ea\u05e8 \u05e9\u05dc \u05e9\u05d0\u05d9\u05dc\u05ea\u05d5\u05ea \u05dc\u05dc\u05d0 \u05d4\u05e1\u05dc\u05de\u05d4 \u05d0\u05e0\u05d5\u05e9\u05d9\u05ea.<\/li>\n<li><strong>\u05e7\u05d1\u05dc\u05ea \u05d4\u05d7\u05dc\u05d8\u05d5\u05ea \u05de\u05d4\u05d9\u05e8\u05d4 \u05d9\u05d5\u05ea\u05e8<\/strong> \u05e6\u05d5\u05d5\u05ea\u05d9 \u05d4\u05e0\u05d4\u05dc\u05d4 \u05de\u05e7\u05d1\u05dc\u05d9\u05dd \u05ea\u05e9\u05d5\u05d1\u05d5\u05ea \u05d0\u05de\u05d9\u05e0\u05d5\u05ea \u05d4\u05e0\u05ea\u05de\u05db\u05d5\u05ea \u05e2\u05dc \u05d9\u05d3\u05d9 \u05e0\u05ea\u05d5\u05e0\u05d9\u05dd \u05d1\u05d6\u05de\u05df \u05d0\u05de\u05ea.<\/li>\n<\/ul>\n<hr \/>\n<h2>\u05d0\u05ea\u05d2\u05e8\u05d9\u05dd \u05d5\u05e4\u05ea\u05e8\u05d5\u05e0\u05d5\u05ea<\/h2>\n<table style=\"height: 99px;\" width=\"1191\">\n<thead>\n<tr>\n<th>\u05d0\u05b6\u05ea\u05d2\u05b8\u05e8<\/th>\n<th>\u05d0\u05d9\u05da \u05dc\u05d8\u05e4\u05dc \u05d1\u05d6\u05d4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u05e4\u05d9\u05e6\u05d5\u05dc \u05e0\u05ea\u05d5\u05e0\u05d9\u05dd<\/td>\n<td>\u05d1\u05e0\u05d9\u05d9\u05ea \u05de\u05e8\u05db\u05d6 \u05d9\u05d3\u05e2 \u05de\u05e8\u05db\u05d6\u05d9 \u05d5\u05de\u05d5\u05d1\u05e0\u05d4 \u05d4\u05d9\u05d8\u05d1<\/td>\n<\/tr>\n<tr>\n<td>\u05d4\u05d6\u05d9\u05d5\u05ea \u05de\u05d5\u05d3\u05dc<\/td>\n<td>\u05d4\u05d7\u05dc\u05ea \u05e6\u05d9\u05e0\u05d5\u05e8\u05d5\u05ea \u05d0\u05d7\u05d6\u05d5\u05e8 \u05ea\u05d7\u05d9\u05dc\u05d4 \u05e7\u05e4\u05d3\u05e0\u05d9\u05d9\u05dd \u05e2\u05dd \u05e0\u05d9\u05e7\u05d5\u05d3 \u05d1\u05d9\u05d8\u05d7\u05d5\u05df<\/td>\n<\/tr>\n<tr>\n<td>\u05d4\u05e9\u05d4\u05d9\u05d9\u05d4 \u05d2\u05d1\u05d5\u05d4\u05d4<\/td>\n<td>\u05d0\u05d5\u05e4\u05d8\u05d9\u05de\u05d9\u05d6\u05e6\u05d9\u05d4 \u05e9\u05dc \u05d4\u05d8\u05de\u05e2\u05d5\u05ea \u05d5\u05de\u05e0\u05d2\u05e0\u05d5\u05e0\u05d9 \u05d0\u05d7\u05e1\u05d5\u05df \u05d1\u05de\u05d8\u05de\u05d5\u05df<\/td>\n<\/tr>\n<tr>\n<td>\u05d7\u05e9\u05e9\u05d5\u05ea \u05d1\u05d9\u05d8\u05d7\u05d5\u05e0\u05d9\u05d9\u05dd<\/td>\n<td>\u05d4\u05d8\u05de\u05e2\u05ea \u05d2\u05d9\u05e9\u05d4 \u05de\u05d1\u05d5\u05e1\u05e1\u05ea \u05ea\u05e4\u05e7\u05d9\u05d3\u05d9\u05dd \u05d5\u05de\u05e1\u05dc\u05d5\u05dc\u05d9 \u05d1\u05d9\u05e7\u05d5\u05e8\u05ea<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<hr \/>\n<h2>\u05d4\u05d3\u05e8\u05da \u05e7\u05d3\u05d9\u05de\u05d4<\/h2>\n<p>\u05e2\u05d5\u05d6\u05e8\u05d9\u05dd \u05d4\u05de\u05d5\u05e4\u05e2\u05dc\u05d9\u05dd \u05e2\u05dc \u05d9\u05d3\u05d9 RAG \u05de\u05ea\u05e4\u05ea\u05d7\u05d9\u05dd \u05d1\u05de\u05d4\u05d9\u05e8\u05d5\u05ea \u05dc <strong>\u05e1\u05d5\u05db\u05e0\u05d9\u05dd \u05d0\u05d5\u05d8\u05d5\u05e0\u05d5\u05de\u05d9\u05d9\u05dd<\/strong>\u05d1\u05de\u05e7\u05d5\u05dd \u05e8\u05e7 \u05dc\u05e2\u05e0\u05d5\u05ea \u05e2\u05dc \u05e9\u05d0\u05dc\u05d5\u05ea, \u05d4\u05dd \u05d9\u05d5\u05db\u05dc\u05d5 \u05d1\u05e7\u05e8\u05d5\u05d1 <strong>\u05dc\u05e0\u05e7\u05d5\u05d8 \u05d1\u05e4\u05e2\u05d5\u05dc\u05d5\u05ea<\/strong>\u2014\u05e7\u05d1\u05d9\u05e2\u05ea \u05e4\u05d2\u05d9\u05e9\u05d4, \u05d4\u05db\u05e0\u05ea \u05d3\u05d5\u05d7 \u05d0\u05d5 \u05d4\u05e4\u05e2\u05dc\u05ea \u05d6\u05e8\u05d9\u05de\u05d5\u05ea \u05e2\u05d1\u05d5\u05d3\u05d4 \u05d1\u05de\u05e2\u05e8\u05db\u05d5\u05ea \u05d0\u05e8\u05d2\u05d5\u05e0\u05d9\u05d5\u05ea.<\/p>\n<p>\u05e2\u05e1\u05e7\u05d9\u05dd \u05e9\u05de\u05d0\u05de\u05e6\u05d9\u05dd \u05d8\u05db\u05e0\u05d9\u05e7\u05d5\u05ea \u05d0\u05dc\u05d5 \u05de\u05d5\u05e7\u05d3\u05dd \u05d9\u05e8\u05d5\u05d5\u05d9\u05d7\u05d5 <strong>\u05d9\u05ea\u05e8\u05d5\u05df \u05ea\u05d7\u05e8\u05d5\u05ea\u05d9<\/strong>, \u05d5\u05de\u05d1\u05d8\u05d9\u05d7\u05d9\u05dd \u05e9\u05d4\u05e6\u05d5\u05d5\u05ea\u05d9\u05dd \u05d5\u05d4\u05dc\u05e7\u05d5\u05d7\u05d5\u05ea \u05e9\u05dc\u05d4\u05dd \u05de\u05e7\u05d9\u05d9\u05de\u05d9\u05dd \u05d0\u05d9\u05e0\u05d8\u05e8\u05d0\u05e7\u05e6\u05d9\u05d4 \u05e2\u05dd \u05d1\u05d9\u05e0\u05d4 \u05de\u05dc\u05d0\u05db\u05d5\u05ea\u05d9\u05ea \u05e9\u05de\u05e8\u05d2\u05d9\u05e9\u05d4 \u05dc\u05d0 \u05e8\u05e7 \u05d7\u05db\u05de\u05d4 \u05d0\u05dc\u05d0 \u05d2\u05dd \u05d0\u05de\u05d9\u05e0\u05d4.<\/p>\n<hr \/>\n<h2>\u05de\u05b7\u05e1\u05b0\u05e7\u05b8\u05e0\u05b8\u05d4<\/h2>\n<p>\u05e6&#039;\u05d0\u05d8\u05d1\u05d5\u05d8\u05d9\u05dd \u05de\u05d5\u05d3\u05e8\u05e0\u05d9\u05d9\u05dd \u05d4\u05de\u05d5\u05e4\u05e2\u05dc\u05d9\u05dd \u05e2\u05dc \u05d9\u05d3\u05d9 RAG \u05de\u05d9\u05d9\u05e6\u05d2\u05d9\u05dd <strong>\u05e1\u05d8\u05e0\u05d3\u05e8\u05d8 \u05d7\u05d3\u05e9<\/strong> \u05d1\u05ea\u05e7\u05e9\u05d5\u05e8\u05ea \u05de\u05d5\u05e0\u05e2\u05ea \u05d1\u05d9\u05e0\u05d4 \u05de\u05dc\u05d0\u05db\u05d5\u05ea\u05d9\u05ea. \u05e2\u05dd \u05d4\u05e9\u05d9\u05dc\u05d5\u05d1 \u05d4\u05e0\u05db\u05d5\u05df \u05e9\u05dc <strong>\u05d7\u05d9\u05e4\u05d5\u05e9 \u05d5\u05e7\u05d8\u05d5\u05e8\u05d9\u05dd, \u05d0\u05d5\u05e4\u05d8\u05d9\u05de\u05d9\u05d6\u05e6\u05d9\u05d4 \u05e9\u05dc \u05d6\u05d9\u05db\u05e8\u05d5\u05df, \u05db\u05d5\u05d5\u05e0\u05d5\u05df \u05e1\u05e4\u05e6\u05d9\u05e4\u05d9 \u05dc\u05ea\u05d7\u05d5\u05dd \u05d5\u05d0\u05de\u05e6\u05e2\u05d9 \u05d4\u05d2\u05e0\u05d4 \u05e2\u05dc \u05ea\u05d0\u05d9\u05de\u05d5\u05ea<\/strong>, \u05d0\u05e8\u05d2\u05d5\u05e0\u05d9\u05dd \u05d9\u05db\u05d5\u05dc\u05d9\u05dd \u05dc\u05e4\u05e8\u05d5\u05e1 \u05e2\u05d5\u05d6\u05e8\u05d9\u05dd \u05d4\u05e0\u05d9\u05ea\u05e0\u05d9\u05dd \u05dc\u05d4\u05e8\u05d7\u05d1\u05d4, \u05de\u05d0\u05d5\u05d1\u05d8\u05d7\u05d9\u05dd \u05d5\u05de\u05d5\u05db\u05e0\u05d9\u05dd \u05dc\u05e2\u05e1\u05e7\u05d9\u05dd.<\/p>\n<p>\u05d1\u05bc\u05b0 <strong>\u05e1\u05d8\u05d5\u05d3\u05d9\u05d5 \u05de\u05d5\u05d1\u05d9\u05d0\u05df<\/strong>, \u05d0\u05e0\u05d5 \u05de\u05ea\u05de\u05d7\u05d9\u05dd \u05d1\u05d1\u05e0\u05d9\u05d9\u05d4 <strong>\u05e4\u05ea\u05e8\u05d5\u05e0\u05d5\u05ea \u05d1\u05d9\u05e0\u05d4 \u05de\u05dc\u05d0\u05db\u05d5\u05ea\u05d9\u05ea \u05d1\u05d4\u05ea\u05d0\u05de\u05d4 \u05d0\u05d9\u05e9\u05d9\u05ea<\/strong> \u05de\u05d5\u05ea\u05d0\u05dd \u05dc\u05e6\u05e8\u05db\u05d9\u05dd \u05e9\u05dc \u05db\u05dc \u05d0\u05e8\u05d2\u05d5\u05df. \u05d4\u05d7\u05dc \u05de\u05e2\u05d9\u05e6\u05d5\u05d1 \u05d4\u05d0\u05e8\u05db\u05d9\u05d8\u05e7\u05d8\u05d5\u05e8\u05d4 \u05d5\u05e2\u05d3 \u05dc\u05e4\u05e8\u05d9\u05e1\u05d4 \u05d1\u05ea\u05e9\u05ea\u05d9\u05ea \u05e9\u05dc\u05db\u05dd, \u05d4\u05e6\u05d5\u05d5\u05ea \u05e9\u05dc\u05e0\u05d5 \u05e2\u05d5\u05d6\u05e8 \u05dc\u05db\u05dd \u05dc\u05e8\u05ea\u05d5\u05dd \u05d0\u05ea \u05de\u05dc\u05d5\u05d0 \u05d4\u05e4\u05d5\u05d8\u05e0\u05e6\u05d9\u05d0\u05dc \u05e9\u05dc \u05e6&#039;\u05d0\u05d8\u05d1\u05d5\u05d8\u05d9\u05dd \u05d4\u05de\u05d5\u05e4\u05e2\u05dc\u05d9\u05dd \u05e2\u05dc \u05d9\u05d3\u05d9 RAG.<\/p>","protected":false},"excerpt":{"rendered":"<p>Modern Techniques in Building Custom RAG-Powered Chatbots In the age of AI-driven transformation, businesses can no longer rely on traditional chatbots that provide shallow or generic responses. Whether serving customers, employees, or partners, organizations need assistants that deliver reliable, context-aware, and up-to-date answers. This is where Retrieval-Augmented Generation (RAG) comes into play. By combining large [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10241","post","type-post","status-publish","format-standard","hentry","category-news"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Modern Techniques in Building Custom RAG-Powered Chatbots - Mobian<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mobian.studio\/he\/modern-techniques-in-building-custom-rag-powered-chatbots\/\" \/>\n<meta property=\"og:locale\" content=\"he_IL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Modern Techniques in Building Custom RAG-Powered Chatbots - Mobian\" \/>\n<meta property=\"og:description\" content=\"Modern Techniques in Building Custom RAG-Powered Chatbots In the age of AI-driven transformation, businesses can no longer rely on traditional chatbots that provide shallow or generic responses. 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