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دليل شامل حول بناء وكيل ذكاء اصطناعي (AI Agent) قوي بذاكرة حية دون الحاجة إلى مكتبات معقدة أو طبقات برمجية إضافية مثل LangChain أو قواعد بيانات متجهة خارجية مثل Pinecone. في هذا النظام، نشرح كيفية تصميم معمارية RAG محلي (Local
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