{
  "schema_version": "1",
  "generated_at": "2026-10-25T12:38:03.690Z",
  "base_url": "https://nerdleveltech.com",
  "languages_available": [
    "en",
    "ar"
  ],
  "count": 16,
  "usage_terms": "https://nerdleveltech.com/llms.txt",
  "attribution_format": "Source: NerdLevelTech — {url}",
  "guides": [
    {
      "slug": "ai-agents",
      "title": {
        "en": "The Complete Guide to AI Agents: Architecture, Frameworks & Implementation",
        "ar": "الدليل الشامل لوكلاء الذكاء الاصطناعي: البنية والأطر والتنفيذ"
      },
      "description": {
        "en": "Master AI agent development from fundamentals to production. Learn agent architectures, popular frameworks like LangChain and CrewAI, tool integration, memory systems, and best practices for building autonomous AI systems.",
        "ar": "أتقن تطوير وكلاء الذكاء الاصطناعي من الأساسيات إلى الإنتاج. تعلم بنيات الوكلاء والأطر الشائعة مثل LangChain و CrewAI وتكامل الأدوات وأنظمة الذاكرة وأفضل الممارسات لبناء أنظمة الذكاء الاصطناعي المستقلة."
      },
      "date": "2026-01-19",
      "category": "ai-ml",
      "tags": [
        "AI agents",
        "LLM agents",
        "LangChain agents",
        "CrewAI",
        "autonomous AI",
        "agentic AI",
        "tool use",
        "function calling",
        "ReAct agents",
        "multi-agent systems"
      ],
      "estimated_reading_minutes": 12,
      "featured": false,
      "urls": {
        "en": "https://nerdleveltech.com/guides/ai-agents",
        "ar": "https://nerdleveltech.com/ar/guides/ai-agents"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/ai-agents.md",
        "ar": "https://nerdleveltech.com/ar/guides/ai-agents.md"
      }
    },
    {
      "slug": "dify-rag-chatbot",
      "title": {
        "en": "Build a RAG Chatbot with Dify — No Code, Real Output in 5 Steps",
        "ar": "بناء شات بوت RAG مع Dify — بلا كود، نتائج حقيقية في 5 خطوات"
      },
      "description": {
        "en": "Build a fully working RAG chatbot in Dify's visual builder — no code required. Every step was executed live on cloud.dify.ai and produces real output. Covers model setup, Knowledge Base creation with hybrid search, Chatflow wiring, live testing, and API integration.",
        "ar": "ابنِ شات بوت RAG كامل الوظائف في Dify — بدون كود. كل خطوة نُفِّذت مباشرةً على cloud.dify.ai وتنتج نتائج حقيقية. يغطي إعداد النماذج وقاعدة المعرفة والبحث الهجين واختبار التطبيق الحي وتكامل API."
      },
      "date": "2026-04-10",
      "category": "llm-integration",
      "tags": [
        "Dify tutorial",
        "build RAG chatbot Dify",
        "Dify knowledge base",
        "Dify chatflow",
        "Dify no-code AI",
        "Dify OpenAI",
        "Dify hybrid search",
        "Dify API",
        "RAG without coding",
        "LLM app builder",
        "Dify cloud"
      ],
      "estimated_reading_minutes": 20,
      "featured": true,
      "urls": {
        "en": "https://nerdleveltech.com/guides/dify-rag-chatbot",
        "ar": "https://nerdleveltech.com/ar/guides/dify-rag-chatbot"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/dify-rag-chatbot.md",
        "ar": "https://nerdleveltech.com/ar/guides/dify-rag-chatbot.md"
      }
    },
    {
      "slug": "model-context-protocol",
      "title": {
        "en": "Developer's Guide to the Model Context Protocol (MCP)",
        "ar": "دليل المطور لبروتوكول سياق النموذج (MCP)"
      },
      "description": {
        "en": "Master MCP from architecture to production. Learn the client-server protocol, build custom servers with TypeScript and Python SDKs, connect to real MCP clients, and deploy secure integrations for AI-powered workflows.",
        "ar": "أتقن بروتوكول MCP من البنية إلى الإنتاج. تعلم بروتوكول العميل-الخادم وبناء خوادم مخصصة باستخدام TypeScript و Python SDKs والاتصال بعملاء MCP الحقيقيين ونشر تكاملات آمنة لسير العمل المدعوم بالذكاء الاصطناعي."
      },
      "date": "2026-09-14",
      "category": "llm-integration",
      "tags": [
        "Model Context Protocol",
        "MCP",
        "MCP server",
        "MCP client",
        "Claude MCP",
        "AI integrations",
        "MCP tools",
        "MCP SDK",
        "AI agent tools",
        "streamable HTTP"
      ],
      "estimated_reading_minutes": 25,
      "featured": false,
      "urls": {
        "en": "https://nerdleveltech.com/guides/model-context-protocol",
        "ar": "https://nerdleveltech.com/ar/guides/model-context-protocol"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/model-context-protocol.md",
        "ar": "https://nerdleveltech.com/ar/guides/model-context-protocol.md"
      }
    },
    {
      "slug": "n8n-ai-lead-enrichment",
      "title": {
        "en": "AI Lead Enrichment + Personalized Outreach in n8n — 6 Nodes, One Form",
        "ar": "إثراء العملاء المحتملين بالـ AI ورسائل مُخصصة في n8n — 6 عقد ونموذج واحد"
      },
      "description": {
        "en": "Drop a lead's email and company URL into an n8n form. The workflow scrapes the company site, sniffs the tech stack, flags hiring/pricing/compliance signals, then asks gpt-5-mini to return a fit score, 3 reasons, and a personalized cold email. Schema-validated JSON output ready for CRM.",
        "ar": "ضع بريد العميل المحتمل ورابط شركته في نموذج n8n. السير يحلل الموقع، يستكشف stack التقني، يُشير لإشارات التوظيف والأسعار والامتثال، ثم يطلب من gpt-5-mini درجة ملاءمة وثلاثة أسباب وبريد بارد مُخصص. مخرجات JSON مُحققة المخطط جاهزة لـCRM."
      },
      "date": "2026-04-24",
      "category": "tooling",
      "tags": [
        "n8n lead enrichment",
        "AI cold email generator",
        "lead scoring automation",
        "company signals scraper",
        "n8n sales automation",
        "tech stack detection",
        "personalized outreach AI",
        "B2B sales n8n",
        "fit score LLM"
      ],
      "estimated_reading_minutes": 15,
      "featured": false,
      "urls": {
        "en": "https://nerdleveltech.com/guides/n8n-ai-lead-enrichment",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-ai-lead-enrichment"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/n8n-ai-lead-enrichment.md",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-ai-lead-enrichment.md"
      }
    },
    {
      "slug": "n8n-ai-workflows",
      "title": {
        "en": "Build an AI Research Digest with n8n — No Code, Real Output in 6 Steps",
        "ar": "بناء ملخص بحثي بالذكاء الاصطناعي مع n8n — بلا كود، نتائج حقيقية في 6 خطوات"
      },
      "description": {
        "en": "Build a fully automated AI newsletter that fetches the top 10 Hacker News stories daily, summarizes each with GPT, and formats a polished digest email — all in n8n's visual canvas. Every node was wired and executed live on n8n cloud. No code required beyond one simple JavaScript snippet.",
        "ar": "ابنِ نشرة إخبارية AI مؤتمتة بالكامل تجلب أهم 10 قصص من Hacker News يومياً وتلخصها بـ GPT وتُنسّق بريداً إلكترونياً أنيقاً — كل ذلك في لوحة n8n البصرية. كل عقدة وُصِّلت ونُفِّذت مباشرةً على n8n cloud. لا حاجة لكود سوى مقطع JavaScript بسيط."
      },
      "date": "2026-04-11",
      "category": "tooling",
      "tags": [
        "n8n tutorial",
        "n8n AI workflow",
        "n8n Hacker News",
        "n8n summarization chain",
        "n8n AI agent",
        "build newsletter automation n8n",
        "n8n OpenAI integration",
        "n8n no-code automation",
        "n8n schedule trigger",
        "workflow automation AI",
        "n8n cloud"
      ],
      "estimated_reading_minutes": 25,
      "featured": true,
      "urls": {
        "en": "https://nerdleveltech.com/guides/n8n-ai-workflows",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-ai-workflows"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/n8n-ai-workflows.md",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-ai-workflows.md"
      }
    },
    {
      "slug": "n8n-competitor-monitor",
      "title": {
        "en": "AI Competitor Page Monitor with Diff + Slack Alerts in n8n",
        "ar": "مراقب صفحة المنافس بالذكاء الاصطناعي مع diff وتنبيهات Slack في n8n"
      },
      "description": {
        "en": "A daily-scheduled n8n workflow that fetches your competitors' pricing and feature pages, hashes them against yesterday's snapshot in n8n static data, computes a sentence-level diff, and ships only the meaningful changes to Slack — powered by gpt-5-mini. Complete branching workflow with IF logic.",
        "ar": "سير n8n مجدول يومياً يجلب صفحات تسعير وميزات منافسيك، يُجري hash مقابل snapshot الأمس في static data لـn8n، يحسب diff على مستوى الجمل، ويُرسل التغييرات المهمة فقط إلى Slack — مدعوم بـgpt-5-mini. سير متفرع كامل بمنطق IF."
      },
      "date": "2026-04-24",
      "category": "tooling",
      "tags": [
        "n8n competitor monitor",
        "page change detection",
        "competitive intelligence automation",
        "AI diff summarizer",
        "pricing page tracking",
        "Slack alerts n8n",
        "static data n8n",
        "IF node branching",
        "SHA1 hash comparison"
      ],
      "estimated_reading_minutes": 16,
      "featured": false,
      "urls": {
        "en": "https://nerdleveltech.com/guides/n8n-competitor-monitor",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-competitor-monitor"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/n8n-competitor-monitor.md",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-competitor-monitor.md"
      }
    },
    {
      "slug": "n8n-mcp-hub",
      "title": {
        "en": "n8n as an MCP Hub — Give Claude Control Over Your Entire Workflow Stack",
        "ar": "n8n كمركز MCP — امنح Claude التحكم الكامل في سير عملك"
      },
      "description": {
        "en": "Turn your n8n instance into an MCP server and connect it to Claude Desktop, Cursor, or any MCP client. Every workflow becomes a natural-language tool. Built and tested live on n8n Cloud — Node.js is the only prerequisite.",
        "ar": "حوّل حساب n8n الخاص بك إلى خادم MCP وصِله بـ Claude Desktop أو Cursor أو أي عميل MCP. كل سير عمل يصبح أداة تُشغَّل بالنص الطبيعي. مبني ومختبر مباشرةً على n8n Cloud — Node.js هو المتطلب الوحيد."
      },
      "date": "2026-04-11",
      "category": "tooling",
      "tags": [
        "n8n MCP server tutorial",
        "n8n MCP hub",
        "connect Claude to n8n",
        "n8n Claude Desktop integration",
        "n8n Model Context Protocol",
        "n8n MCP Server Trigger",
        "n8n MCP tools 2026",
        "n8n MCP Client Tool",
        "mcp-remote n8n",
        "n8n AI agent tools"
      ],
      "estimated_reading_minutes": 35,
      "featured": false,
      "urls": {
        "en": "https://nerdleveltech.com/guides/n8n-mcp-hub",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-mcp-hub"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/n8n-mcp-hub.md",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-mcp-hub.md"
      }
    },
    {
      "slug": "n8n-multisource-news-digest",
      "title": {
        "en": "Daily Multi-Source Tech Digest with AI Ranking + Slack Delivery (n8n)",
        "ar": "ملخص تقني يومي متعدد المصادر مع ترتيب AI وتوصيل Slack في n8n"
      },
      "description": {
        "en": "An n8n workflow that pulls Hacker News, Dev.to, and GitHub Trending in parallel every morning, AI-summarizes each item in one sentence, then ships a Block Kit Slack message with clickable links. Schedule-triggered, merges three data shapes, and uses `gpt-5-mini` via free credits.",
        "ar": "سير n8n يسحب Hacker News و Dev.to و GitHub Trending بالتوازي كل صباح، يُلخص كل عنصر في جملة واحدة بالذكاء الاصطناعي، ثم يُرسل رسالة Slack بصيغة Block Kit بروابط قابلة للنقر. مُشغّل بجدول، يدمج ثلاثة أشكال بيانات، ويستخدم `gpt-5-mini` عبر الأرصدة المجانية."
      },
      "date": "2026-04-24",
      "category": "tooling",
      "tags": [
        "n8n news digest",
        "multi-source RSS automation",
        "AI news summarizer",
        "Hacker News n8n",
        "Dev.to API n8n",
        "GitHub trending automation",
        "Slack Block Kit n8n",
        "schedule trigger LLM",
        "daily digest AI",
        "merge node n8n"
      ],
      "estimated_reading_minutes": 16,
      "featured": false,
      "urls": {
        "en": "https://nerdleveltech.com/guides/n8n-multisource-news-digest",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-multisource-news-digest"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/n8n-multisource-news-digest.md",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-multisource-news-digest.md"
      }
    },
    {
      "slug": "n8n-rag-chat-webpage",
      "title": {
        "en": "Build a RAG Chatbot That Answers From Any Webpage in n8n (7 Nodes)",
        "ar": "ابنِ روبوت RAG يُجيب من أي صفحة ويب في n8n (7 عقد)"
      },
      "description": {
        "en": "Wire a chat trigger to an AI agent with windowed memory and retrieval from a live URL. The workflow fetches the page on every question, chunks it, ranks chunks by query relevance, and grounds gpt-5-mini's answer with source citations — no vector DB, no embeddings bill.",
        "ar": "وصل مُشغِّل دردشة بوكيل AI مع ذاكرة نافذة واسترجاع من رابط مباشر. السير يجلب الصفحة مع كل سؤال، يُقسمها إلى chunks، يُرتبها بالصلة بالاستعلام، ويُؤصل إجابة gpt-5-mini بمراجع مصدر — بدون قاعدة بيانات متجهية، بدون فاتورة embeddings."
      },
      "date": "2026-04-24",
      "category": "tooling",
      "tags": [
        "n8n RAG chatbot",
        "chat with webpage AI",
        "n8n chat trigger",
        "retrieval augmented generation",
        "AI agent with memory n8n",
        "no vector database RAG",
        "documentation chatbot",
        "grounded AI responses"
      ],
      "estimated_reading_minutes": 17,
      "featured": true,
      "urls": {
        "en": "https://nerdleveltech.com/guides/n8n-rag-chat-webpage",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-rag-chat-webpage"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/n8n-rag-chat-webpage.md",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-rag-chat-webpage.md"
      }
    },
    {
      "slug": "n8n-twitter-thread-writer",
      "title": {
        "en": "Blog URL → Viral X/Twitter Thread in 6 n8n Nodes",
        "ar": "رابط تدوينة إلى خيط تويتر فيروسي في 6 عقد n8n"
      },
      "description": {
        "en": "Paste any article URL into an n8n form and get a hook-first, 5-9 tweet thread written in your chosen tone — with strict structured JSON output via LangChain's Output Parser. Built, imported, and saved live on n8n cloud with gpt-5-mini.",
        "ar": "ألصق رابط أي مقال في نموذج n8n واحصل على خيط تويتر من 5-9 تغريدات مكتوب بنغمة من اختيارك — بمخرجات JSON صارمة عبر Output Parser من LangChain. بُني واستورد وحُفظ مباشرة على n8n cloud مع gpt-5-mini."
      },
      "date": "2026-04-24",
      "category": "tooling",
      "tags": [
        "n8n Twitter thread",
        "AI thread writer",
        "blog to X thread automation",
        "n8n LangChain output parser",
        "structured JSON AI",
        "gpt-5-mini social content",
        "viral thread generator",
        "content repurposing n8n"
      ],
      "estimated_reading_minutes": 14,
      "featured": false,
      "urls": {
        "en": "https://nerdleveltech.com/guides/n8n-twitter-thread-writer",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-twitter-thread-writer"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/n8n-twitter-thread-writer.md",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-twitter-thread-writer.md"
      }
    },
    {
      "slug": "n8n-youtube-to-blog",
      "title": {
        "en": "Turn Any YouTube Video Into a Publish-Ready Blog Post with n8n",
        "ar": "حوّل أي فيديو يوتيوب إلى تدوينة جاهزة للنشر باستخدام n8n"
      },
      "description": {
        "en": "Build an n8n workflow that takes a YouTube URL plus transcript and returns a fully structured, SEO-optimized blog post in Markdown — with a real AI chain, oEmbed metadata lookup, and a prompt tuned for four different editorial styles. Workflow imported, configured, and executed live on n8n cloud.",
        "ar": "ابنِ سير عمل n8n يأخذ رابط فيديو يوتيوب ونص التفريغ ويعيد لك تدوينة كاملة منظمة ومُحسَّنة لمحركات البحث بصيغة Markdown — مع سلسلة AI حقيقية واستعلام بيانات الفيديو عبر oEmbed ومطالبة مضبوطة لأربعة أنماط تحريرية. كل العقد استوردت وضُبطت ونُفذت مباشرة على n8n cloud."
      },
      "date": "2026-04-24",
      "category": "tooling",
      "tags": [
        "n8n YouTube to blog",
        "AI blog post generator",
        "YouTube transcript to Markdown",
        "content repurposing automation",
        "n8n LangChain chain",
        "gpt-5-mini n8n",
        "n8n form trigger",
        "AI content workflow",
        "SEO blog generator",
        "no-code AI content"
      ],
      "estimated_reading_minutes": 18,
      "featured": false,
      "urls": {
        "en": "https://nerdleveltech.com/guides/n8n-youtube-to-blog",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-youtube-to-blog"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/n8n-youtube-to-blog.md",
        "ar": "https://nerdleveltech.com/ar/guides/n8n-youtube-to-blog.md"
      }
    },
    {
      "slug": "openclaw-personal-ai-assistant",
      "title": {
        "en": "OpenClaw Guide 2026: Install, Skills, Canvas, Self-Host",
        "ar": "دليل OpenClaw 2026: التثبيت، المهارات، Canvas، الاستضافة الذاتية"
      },
      "description": {
        "en": "Complete OpenClaw guide for 2026: install on Windows/Mac/Linux/Docker, wire 20+ messaging channels, use ClawHub's 13,700+ skills, self-host on VPS.",
        "ar": "دليل OpenClaw الشامل لـ 2026: التثبيت على Windows/Mac/Linux/Docker، وصل 20+ قناة مراسلة، استخدام 13,700+ مهارة ClawHub، واستضافة ذاتية على VPS."
      },
      "date": "2026-03-30",
      "category": "ai-ml",
      "tags": [
        "OpenClaw",
        "OpenClaw install windows",
        "openclaw environment variables",
        "OPENCLAW_STATE_DIR",
        "OPENCLAW_HOME",
        "OPENCLAW_CONFIG_PATH",
        "openclaw canvas a2ui",
        "openclaw self hosted",
        "openclaw gateway",
        "openclaw docker",
        "self-hosted AI assistant",
        "personal AI agent",
        "OpenClaw skills",
        "ClawHub",
        "AI automation",
        "WhatsApp AI bot",
        "open source AI assistant",
        "OpenClaw setup",
        "openclaw install.ps1",
        "openclaw live canvas"
      ],
      "estimated_reading_minutes": 60,
      "featured": true,
      "urls": {
        "en": "https://nerdleveltech.com/guides/openclaw-personal-ai-assistant",
        "ar": "https://nerdleveltech.com/ar/guides/openclaw-personal-ai-assistant"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/openclaw-personal-ai-assistant.md",
        "ar": "https://nerdleveltech.com/ar/guides/openclaw-personal-ai-assistant.md"
      }
    },
    {
      "slug": "owasp-ai-security",
      "title": {
        "en": "OWASP Top 10 for AI Applications: A Hands-On Security Guide",
        "ar": "قائمة OWASP العشرة الأوائل لتطبيقات الذكاء الاصطناعي: دليل أمني عملي"
      },
      "description": {
        "en": "Master AI security with the OWASP Top 10 for LLM Applications 2025. Learn to identify and defend against prompt injection, data poisoning, output handling flaws, and agent-specific threats with practical code examples and real-world mitigations.",
        "ar": "أتقن أمان الذكاء الاصطناعي مع قائمة OWASP العشرة الأوائل لتطبيقات LLM 2025. تعلم تحديد والدفاع ضد حقن التوجيهات وتسميم البيانات وعيوب معالجة المخرجات والتهديدات الخاصة بالوكلاء مع أمثلة كود عملية وتخفيفات واقعية."
      },
      "date": "2026-02-10",
      "category": "security",
      "tags": [
        "OWASP LLM Top 10",
        "AI security",
        "prompt injection",
        "LLM vulnerabilities",
        "AI red teaming",
        "data poisoning",
        "agent security",
        "LLM guardrails",
        "AI governance",
        "OWASP 2025"
      ],
      "estimated_reading_minutes": 20,
      "featured": false,
      "urls": {
        "en": "https://nerdleveltech.com/guides/owasp-ai-security",
        "ar": "https://nerdleveltech.com/ar/guides/owasp-ai-security"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/owasp-ai-security.md",
        "ar": "https://nerdleveltech.com/ar/guides/owasp-ai-security.md"
      }
    },
    {
      "slug": "rag-hands-on-tutorial",
      "title": {
        "en": "Build a RAG System from Scratch: Step-by-Step with Real Output",
        "ar": "بناء نظام RAG من الصفر: خطوة بخطوة مع نتائج حقيقية"
      },
      "description": {
        "en": "Build a working Retrieval-Augmented Generation system in 5 verified steps — every code block runs in Docker and produces real output. Covers chunking, OpenAI embeddings, ChromaDB, hybrid BM25+vector search, cross-encoder reranking, and RAGAS evaluation. No Cohere required.",
        "ar": "ابنِ نظام توليد معزز بالاسترجاع (RAG) خطوة بخطوة — كل كتلة كود تعمل في Docker وتنتج نتائج حقيقية. يغطي التقطيع والتضمين والبحث الهجين وإعادة الترتيب وتقييم RAGAS."
      },
      "date": "2026-04-10",
      "category": "llm-integration",
      "tags": [
        "RAG tutorial",
        "build RAG from scratch",
        "retrieval augmented generation python",
        "LangChain RAG",
        "ChromaDB tutorial",
        "OpenAI embeddings",
        "BM25 hybrid search",
        "cross-encoder reranking",
        "RAGAS evaluation",
        "RAG step by step",
        "RAG Docker",
        "LangChain 0.3"
      ],
      "estimated_reading_minutes": 25,
      "featured": false,
      "urls": {
        "en": "https://nerdleveltech.com/guides/rag-hands-on-tutorial",
        "ar": "https://nerdleveltech.com/ar/guides/rag-hands-on-tutorial"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/rag-hands-on-tutorial.md",
        "ar": "https://nerdleveltech.com/ar/guides/rag-hands-on-tutorial.md"
      }
    },
    {
      "slug": "rag-systems",
      "title": {
        "en": "The Complete Guide to RAG: Building Retrieval-Augmented Generation Systems",
        "ar": "الدليل الشامل لأنظمة RAG: بناء أنظمة التوليد المعزز بالاسترجاع"
      },
      "description": {
        "en": "Master RAG system development from architecture to production. Learn embedding models, vector databases, chunking strategies, hybrid search, reranking, evaluation with RAGAS, and best practices for building reliable retrieval-augmented generation pipelines.",
        "ar": "أتقن تطوير أنظمة RAG من البنية إلى الإنتاج. تعلم نماذج التضمين وقواعد البيانات المتجهية واستراتيجيات التقسيم والبحث الهجين وإعادة الترتيب والتقييم باستخدام RAGAS وأفضل الممارسات لبناء خطوط أنابيب التوليد المعزز بالاسترجاع الموثوقة."
      },
      "date": "2026-02-10",
      "category": "llm-integration",
      "tags": [
        "RAG",
        "retrieval augmented generation",
        "vector database",
        "embeddings",
        "LangChain RAG",
        "Pinecone",
        "Chroma",
        "chunking strategies",
        "hybrid search",
        "RAGAS evaluation"
      ],
      "estimated_reading_minutes": 15,
      "featured": false,
      "urls": {
        "en": "https://nerdleveltech.com/guides/rag-systems",
        "ar": "https://nerdleveltech.com/ar/guides/rag-systems"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/rag-systems.md",
        "ar": "https://nerdleveltech.com/ar/guides/rag-systems.md"
      }
    },
    {
      "slug": "supabase-realtime-app",
      "title": {
        "en": "Build a Real-Time App with Supabase — Database, Auth, and Live Updates in 30 Minutes",
        "ar": "بناء تطبيق فوري مع Supabase — قاعدة بيانات، مصادقة، وتحديثات مباشرة في 30 دقيقة"
      },
      "description": {
        "en": "Build a real-time collaborative todo app with Supabase and Next.js. Covers Postgres database, Row Level Security, email auth, realtime subscriptions, and Edge Functions. Every step tested live on Supabase's free tier.",
        "ar": "ابنِ تطبيق todo تعاوني فوري مع Supabase و Next.js. يغطي قاعدة بيانات Postgres وRow Level Security والمصادقة والاشتراكات الفورية وEdge Functions. كل خطوة مُختبَرة مباشرةً على الطبقة المجانية من Supabase."
      },
      "date": "2026-10-18",
      "category": "llm-integration",
      "tags": [
        "Supabase tutorial",
        "Supabase Next.js",
        "Supabase real-time",
        "Supabase Row Level Security",
        "Supabase authentication",
        "Supabase Edge Functions",
        "Supabase Storage",
        "build app with Supabase",
        "Supabase free tier",
        "Postgres real-time",
        "Supabase RLS",
        "Supabase realtime subscriptions"
      ],
      "estimated_reading_minutes": 30,
      "featured": true,
      "urls": {
        "en": "https://nerdleveltech.com/guides/supabase-realtime-app",
        "ar": "https://nerdleveltech.com/ar/guides/supabase-realtime-app"
      },
      "markdown": {
        "en": "https://nerdleveltech.com/guides/supabase-realtime-app.md",
        "ar": "https://nerdleveltech.com/ar/guides/supabase-realtime-app.md"
      }
    }
  ]
}
