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\u06c1\u06d2:<\/p>\n<pre><code class=\"language-plaintext\">Create a beginner-friendly study guide for this topic: {topic}\n\nThe output should have exactly these sections:\n\n1. Outline\n- Break the topic into 3 short study sections\n\n2. Notes\n- Write short, clear study notes for each section\n- Keep the explanations concise and easy to understand\n\n3. Review Questions\n- Write 3 short review questions based on the notes\n\nReturn the result in clean Markdown.\n<\/code><\/pre>\n<p>\u0645\u0646\u062f\u0631\u062c\u06c1 \u0628\u0627\u0644\u0627 \u0627\u0634\u0627\u0631\u06d2 \u06a9\u06cc \u0628\u0646\u06cc\u0627\u062f \u067e\u0631 \u0627\u06cc\u06a9 \u0627\u0633\u0679\u0688\u06cc \u06af\u0627\u0626\u06cc\u0688 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648 \u0627\u06cc\u06a9 \u0633\u0627\u062a\u06be \u0645\u062a\u0639\u062f\u062f \u06a9\u0627\u0645 \u0627\u0646\u062c\u0627\u0645 \u062f\u06cc\u0646\u06d2 \u0686\u0627\u06c1\u0626\u06cc\u06ba\u06d4 \u0627\u06cc\u06a9 \u0648\u0642\u062a \u0645\u06cc\u06ba \u0686\u06be\u0648\u0679\u06d2 \u0645\u0642\u0627\u0645\u06cc \u0645\u0627\u0688\u0644\u0632 \u067e\u0631 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a \u06a9\u0686\u06be \u06c1\u06d2\u060c \u0627\u0648\u0631 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\u062f\u0648 \u0637\u0631\u06cc\u0642\u0648\u06ba \u0633\u06d2 \u0644\u0627\u06af\u0648 \u06a9\u06cc\u0627 \u062c\u0627 \u0633\u06a9\u062a\u0627 \u06c1\u06d2: Python \u06a9\u06d2 \u0633\u0627\u062f\u06c1 \u0648\u0631\u0698\u0646 \u0645\u06cc\u06ba\u060c Python \u06a9\u0648\u0688 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0627\u0644 \u06a9\u06d2 \u0645\u0631\u0627\u062d\u0644 \u06a9\u0648 \u0645\u0631\u0628\u0648\u0637 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>LangGraph \u0648\u0631\u0698\u0646 \u0646\u0648\u0688\u0633\u060c \u06a9\u0646\u0627\u0631\u0648\u06ba\u060c \u0627\u0648\u0631 \u0645\u0634\u062a\u0631\u06a9\u06c1 \u0631\u06cc\u0627\u0633\u062a\u0648\u06ba \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0627\u06cc\u06a9 \u06c1\u06cc \u0628\u06c1\u0627\u0624 \u06a9\u06cc \u0646\u0645\u0627\u0626\u0646\u062f\u06af\u06cc \u06a9\u0631\u062a\u0627 \u06c1\u06d2. \u0627\u06cc\u062c\u0646\u0679 \u0627\u0628 \u0628\u06be\u06cc \u0648\u06c1\u06cc \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u0644\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u06a9\u0648 \u06af\u0631\u0627\u0641 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0645\u0627\u0688\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u0631 \u0646\u0648\u0688 \u0627\u06cc\u06a9 \u06a9\u0627\u0645 \u0627\u0646\u062c\u0627\u0645 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u060c \u0627\u067e\u0646\u06cc \u0645\u0634\u062a\u0631\u06a9\u06c1 \u062d\u0627\u0644\u062a \u06a9\u0648 \u0627\u067e \u0688\u06cc\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u062d\u062a\u0645\u06cc \u0622\u0624\u0679 \u067e\u0679 \u062d\u0627\u0635\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u0633 \u0631\u06cc\u0627\u0633\u062a \u06a9\u0648 \u0627\u06af\u0644\u06d2 \u0646\u0648\u0688 \u062a\u06a9 \u067e\u06c1\u0646\u0686\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-step-1-install-ollama-and-dependencies\">\u0645\u0631\u062d\u0644\u06c1 1: \u0627\u0648\u0644\u0627\u0645\u0627 \u0627\u0648\u0631 \u0627\u0633 \u06a9\u06d2 \u0627\u0646\u062d\u0635\u0627\u0631 \u06a9\u0648 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/h2>\n<p>\u0627\u0648\u0644\u0627\u0645\u0627 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0627\u067e\u0646\u0627 \u0645\u0627\u0688\u0644 \u062f\u0631\u0622\u0645\u062f \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-bash\">ollama pull qwen3.5:4b\n<\/code><\/pre>\n<p>\u0627\u067e\u0646\u0627 Python \u0645\u0627\u062d\u0648\u0644 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-bash\">python3 -m venv venv\nsource venv\/bin\/activate\npip install langchain-ollama langgraph\n<\/code><\/pre>\n<h2 id=\"heading-step-2-simple-python-version\">\u0645\u0631\u062d\u0644\u06c1 2: \u0633\u0627\u062f\u06c1 \u0627\u0632\u06af\u0631 \u06a9\u0627 \u0648\u0631\u0698\u0646<\/h2>\n<p>\u0633\u0627\u062f\u06c1 Python \u0648\u0631\u0698\u0646 \u062a\u06cc\u0646 \u0641\u0648\u06a9\u0633\u0688 LLM \u06a9\u0627\u0644\u0632 \u06cc\u0627 \u0627\u06cc\u062c\u0646\u0679\u0633 (\u0645\u0646\u0635\u0648\u0628\u06c1 \u0633\u0627\u0632\u060c \u0627\u0633\u062a\u0627\u062f\u060c \u0627\u0648\u0631 \u06a9\u0648\u0626\u0632 \u062a\u062e\u0644\u06cc\u0642 \u06a9\u0627\u0631) \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u062c\u0648 \u0633\u0627\u062f\u06c1 Python \u06a9\u0648\u0688 \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>Ask() \u0641\u0646\u06a9\u0634\u0646 \u0645\u0627\u0688\u0644 \u06a9\u0648 \u0633\u0633\u0679\u0645 \u067e\u0631\u0627\u0645\u067e\u0679\u0633 \u0627\u0648\u0631 \u0635\u0627\u0631\u0641 \u06a9\u0627 \u0627\u0646 \u067e\u0679 \u0628\u06be\u06cc\u062c\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u062c\u0648\u0627\u0628\u06cc \u0645\u062a\u0646 \u0648\u0627\u067e\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 run_agent() \u0641\u0646\u06a9\u0634\u0646 \u0627\u0633 \u06a9\u0627\u0644 \u06a9\u0648 \u0644\u067e\u06cc\u0679\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u067e\u0631\u0646\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06c1\u0631 \u0642\u062f\u0645 \u0645\u06cc\u06ba \u06a9\u062a\u0646\u0627 \u0648\u0642\u062a \u0644\u06af\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06a9\u0648\u0688 \u067e\u06be\u0631 \u062a\u06cc\u0646 \u0686\u06be\u0648\u0679\u06d2 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0627\u0646 \u06a9\u06d2 \u0627\u067e\u0646\u06d2 \u0645\u062e\u0635\u0648\u0635 \u0627\u0634\u0627\u0631\u06d2 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0645\u062a\u0639\u06cc\u0646 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<ul>\n<li>\n<p>planner_agent() \u0627\u06cc\u06a9 \u0645\u0648\u0636\u0648\u0639 \u06a9\u0627 \u062a\u06cc\u0646 \u062d\u0635\u0648\u06ba \u06a9\u0627 \u062c\u0627\u0626\u0632\u06c1 \u0628\u0646\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>Teacher_agent() \u0627\u0633 \u062e\u0627\u06a9\u06c1 \u06a9\u0648 \u0645\u062e\u062a\u0635\u0631\u060c \u0627\u0628\u062a\u062f\u0627\u0626\u06cc \u062f\u0648\u0633\u062a\u0627\u0646\u06c1 \u0646\u0648\u0679\u0633 \u0645\u06cc\u06ba \u0628\u062f\u0644 \u062f\u06cc\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<li>\n<p>quit_agent() \u0622\u067e \u06a9\u06d2 \u0646\u0648\u0679\u0633 \u0633\u06d2 \u062a\u06cc\u0646 \u062c\u0627\u0626\u0632\u06c1 \u0633\u0648\u0627\u0644\u0627\u062a \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<\/li>\n<\/ul>\n<p>build_study_guide() \u0641\u0646\u06a9\u0634\u0646 \u062a\u06cc\u0646\u0648\u06ba \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u062a\u0631\u062a\u06cc\u0628 \u0633\u06d2 \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2\u060c \u06c1\u0631 \u0622\u0624\u0679 \u067e\u0679 \u06a9\u0648 \u0627\u06af\u0644\u06d2 \u0645\u0631\u062d\u0644\u06d2 \u062a\u06a9 \u067e\u06c1\u0646\u0686\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0633 \u06a9\u0648 \u0628\u0637\u0648\u0631 \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u06cc\u06ba\u06d4 <em>Study_guide_v1.py<\/em>.<\/p>\n<pre><code class=\"language-python\">import time\nfrom langchain_ollama import ChatOllama\n\n# Local Ollama model used by all three agents.\nMODEL = ChatOllama(model=\"qwen3.5:4b\", temperature=0)\n\n\ndef ask(system: str, user: str) -> str:\n    \"\"\"Run one LLM call with a system prompt and user input.\"\"\"\n    response = MODEL.invoke([\n        {\"role\": \"system\", \"content\": system},\n        {\"role\": \"user\", \"content\": user},\n    ])\n    return response.content\n\n\ndef run_agent(name: str, system: str, user: str) -> str:\n    \"\"\"Helper that logs how long each agent takes.\"\"\"\n    print(f\"Calling agent {name}...\")\n    start = time.time()\n    result = ask(system, user)\n    print(f\"Finished {name} in {time.time() - start:.1f}s\")\n    return result\n\n\n# Agent 1: create a short outline\ndef planner_agent(topic: str) -> str:\n    return run_agent(\n        \"planner_agent\",\n        \"Break this topic into 3 short study sections.\",\n        topic,\n    )\n\n\n# Agent 2: turn the outline into notes\ndef teacher_agent(topic: str, outline: str) -> str:\n    return run_agent(\n        \"teacher_agent\",\n        \"Write short beginner-friendly notes using the outline. Keep it concise.\",\n        f\"Topic: {topic}nnOutline:n{outline}\",\n    )\n\n\n# Agent 3: write review questions from the notes\ndef quiz_agent(topic: str, notes: str) -> str:\n    return run_agent(\n        \"quiz_agent\",\n        \"Write 3 short review questions based on the notes.\",\n        f\"Topic: {topic}nnNotes:n{notes}\",\n    )\n\n\ndef build_study_guide(topic: str) -> str:\n    \"\"\"Run all three agents in sequence and combine their output.\"\"\"\n    outline = planner_agent(topic)\n    notes = teacher_agent(topic, outline)\n    quiz = quiz_agent(topic, notes)\n\n    return (\n        f\"# Study Guide: {topic}nn\"\n        f\"## Outlinen{outline}nn\"\n        f\"## Notesn{notes}nn\"\n        f\"## Review Questionsn{quiz}n\"\n    )\n\n\nif __name__ == \"__main__\":\n    print(\"Warming up model...\")\n    MODEL.invoke(\"Say ready.\")\n    print(\"Model ready.n\")\n\n    topic = input(\"Enter a study topic: \").strip()\n    print(\"n\" + build_study_guide(topic))\n<\/code><\/pre>\n<p>\u0686\u0644\u0627\u0626\u06cc\u06ba:<\/p>\n<pre><code class=\"language-bash\">python study_guide_v1.py\n<\/code><\/pre>\n<p>\u06cc\u06c1 \u0627\u06cc\u06a9 \u0645\u0644\u0679\u06cc \u0627\u06cc\u062c\u0646\u0679 \u0633\u0633\u0679\u0645 \u06c1\u06d2 \u062c\u0648 \u067e\u06c1\u0644\u06d2 \u0633\u06d2 \u06a9\u0627\u0645 \u06a9\u0631 \u0631\u06c1\u0627 \u06c1\u06d2\u06d4 \u06c1\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0635\u0631\u0641 \u0627\u06cc\u06a9 \u062a\u0648\u062c\u06c1 \u0645\u0631\u06a9\u0648\u0632 \u0627\u06cc\u0644 \u0627\u06cc\u0644 \u0627\u06cc\u0645 \u06a9\u0627\u0644 \u06c1\u06d2\u06d4 \u0627\u0632\u06af\u0631 \u0628\u06c1\u0627\u0624 \u06a9\u0648 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0679 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u0622\u067e \u06a9\u0648 \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 \u0627\u0633 \u0637\u0631\u062d \u06a9\u06d2 \u0641\u06a9\u0633\u0688 \u0622\u0631\u0688\u0631 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0633\u0627\u062f\u06c1 Python \u0627\u06a9\u062b\u0631 \u0634\u0631\u0648\u0639 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0628\u06c1\u062a\u0631\u06cc\u0646 \u062c\u06af\u06c1 \u06c1\u0648\u062a\u06cc \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-step-3-langgraph-version-with-nodes-and-edges\">\u0645\u0631\u062d\u0644\u06c1 3: \u0646\u0648\u0688\u0633 \u0627\u0648\u0631 \u06a9\u0646\u0627\u0631\u0648\u06ba \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0644\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u0648\u0631\u0698\u0646<\/h2>\n<p>\u0627\u0628 \u0644\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u0648\u0626\u06d2 \u0648\u06c1\u06cc \u0627\u0633\u0679\u0688\u06cc \u0646\u0648\u0679 \u062c\u0646\u0631\u06cc\u0679\u0631 \u0628\u0646\u0627\u0626\u06cc\u06ba\u06d4 \u06a9\u0631\u062f\u0627\u0631 \u0648\u06c1\u06cc \u0631\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 \u0644\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0634\u0646 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<ul>\n<li>\n<p>\u06c1\u0631 \u0645\u0627\u06c1\u0631 <strong>\u0644\u0641\u0638<\/strong><\/p>\n<\/li>\n<li>\n<p>\u0645\u0634\u062a\u0631\u06a9\u06c1 \u0644\u063a\u062a \u06cc\u06c1 \u06c1\u06d2: <strong>\u06af\u0631\u0627\u0641 \u06a9\u06cc \u062d\u06cc\u062b\u06cc\u062a<\/strong><\/p>\n<\/li>\n<li>\n<p>\u067e\u06be\u0627\u0646\u0633\u06cc \u06a9\u0627 \u062d\u06a9\u0645 \u062f\u0631\u062c \u0630\u06cc\u0644 \u06c1\u06d2: <strong>\u06a9\u0646\u0627\u0631\u06d2<\/strong><\/p>\n<\/li>\n<\/ul>\n<p>\u06a9\u0646\u0679\u0631\u0648\u0644\u0631 \u06a9\u06d2 \u0627\u0641\u0639\u0627\u0644 \u06a9\u06d2 \u0628\u062c\u0627\u0626\u06d2 \u062f\u0633\u062a\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u062a\u0631\u062a\u06cc\u0628 \u0645\u06cc\u06ba \u06a9\u0627\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0628\u06c1\u0627\u0624 \u06a9\u0648 \u06af\u0631\u0627\u0641 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0628\u06cc\u0627\u0646 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 <code>START -> planner -> teacher -> quiz -> END<\/code>.<\/p>\n<p>\u06c1\u0631 \u0646\u0648\u0688 \u0631\u06cc\u0627\u0633\u062a \u0633\u06d2 \u067e\u0691\u06be\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0635\u0631\u0641 \u0627\u067e \u0688\u06cc\u0679 \u06a9\u0631\u062f\u06c1 \u0641\u06cc\u0644\u0688\u0632 \u0648\u0627\u067e\u0633 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u0633 \u06a9\u0648 \u0628\u0637\u0648\u0631 \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u06cc\u06ba\u06d4 <code>study_guide_v2.py<\/code>:<\/p>\n<pre><code class=\"language-python\">from typing import TypedDict\nimport time\n\nfrom langchain_ollama import ChatOllama\nfrom langgraph.graph import StateGraph, START, END\n\n# Local Ollama model used by all nodes.\nMODEL = ChatOllama(model=\"qwen3.5:4b\", temperature=0)\n\n\n# Shared state passed between nodes.\nclass StudyState(TypedDict):\n    topic: str\n    outline: str\n    notes: str\n    quiz: str\n\n\ndef ask(system: str, user: str) -> str:\n    response = MODEL.invoke([\n        {\"role\": \"system\", \"content\": system},\n        {\"role\": \"user\", \"content\": user},\n    ])\n    return response.content\n\n\ndef run_node(name: str, system: str, user: str) -> str:\n    print(f\"Calling node {name}...\")\n    start = time.time()\n    result = ask(system, user)\n    print(f\"Finished {name} in {time.time() - start:.1f}s\")\n    return result\n\n\n# Node 1: create the outline\ndef planner(state: StudyState) -> dict:\n    return {\n        \"outline\": run_node(\n            \"planner\",\n            \"Break this topic into 3 short study sections.\",\n            state[\"topic\"],\n        )\n    }\n\n\n# Node 2: write notes from the outline\ndef teacher(state: StudyState) -> dict:\n    return {\n        \"notes\": run_node(\n            \"teacher\",\n            \"Write short beginner-friendly notes using the outline. Keep it concise.\",\n            f\"Topic: {state['topic']}nnOutline:n{state['outline']}\",\n        )\n    }\n\n\n# Node 3: write review questions from the notes\ndef quiz_writer(state: StudyState) -> dict:\n    return {\n        \"quiz\": run_node(\n            \"quiz_writer\",\n            \"Write 3 short review questions based on the notes.\",\n            f\"Topic: {state['topic']}nnNotes:n{state['notes']}\",\n        )\n    }\n\n\ndef build_graph():\n    graph = StateGraph(StudyState)\n\n    # Add the nodes\n    graph.add_node(\"planner\", planner)\n    graph.add_node(\"teacher\", teacher)\n    graph.add_node(\"quiz_writer\", quiz_writer)\n\n    # Define the order of execution\n    graph.add_edge(START, \"planner\")\n    graph.add_edge(\"planner\", \"teacher\")\n    graph.add_edge(\"teacher\", \"quiz_writer\")\n    graph.add_edge(\"quiz_writer\", END)\n\n    return graph.compile()\n\n\nif __name__ == \"__main__\":\n    print(\"Warming up model...\")\n    MODEL.invoke(\"Say ready.\")\n    print(\"Model ready.n\")\n\n    app = build_graph()\n    topic = input(\"Enter a study topic: \").strip()\n\n    result = app.invoke({\n        \"topic\": topic,\n        \"outline\": \"\",\n        \"notes\": \"\",\n        \"quiz\": \"\",\n    })\n\n    print(\n        f\"n# Study Guide: {topic}nn\"\n        f\"## Outlinen{result['outline']}nn\"\n        f\"## Notesn{result['notes']}nn\"\n        f\"## Review Questionsn{result['quiz']}n\"\n    )\n<\/code><\/pre>\n<p>\u0686\u0644\u0627\u0626\u06cc\u06ba:<\/p>\n<pre><code class=\"language-bash\">python study_guide_v2.py\n<\/code><\/pre>\n<p>\u06a9\u0648\u0688 \u06a9\u0627 \u0633\u0627\u062f\u06c1 Python \u0648\u0631\u0698\u0646 \u0627\u0648\u0631 LangGraph \u0648\u0631\u0698\u0646 \u062f\u0648\u0646\u0648\u06ba \u0627\u06cc\u06a9 \u06c1\u06cc \u0628\u0646\u06cc\u0627\u062f\u06cc \u06a9\u0627\u0645 \u06a9\u0648 \u067e\u0648\u0631\u0627 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06cc\u0639\u0646\u06cc\u060c \u0627\u06cc\u06a9 \u0628\u0691\u06d2 \u06a9\u0627\u0645 \u06a9\u0648 \u062d\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062a\u0639\u062f\u062f LLM \u067e\u0631 \u0645\u0628\u0646\u06cc \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u06a9\u0627 \u0631\u0627\u0628\u0637\u06c1\u06d4<\/p>\n<p>Python \u06a9\u0627 \u0633\u0627\u062f\u06c1 \u0648\u0631\u0698\u0646 \u06c1\u0644\u06a9\u06d2 \u067e\u06be\u0644\u06a9\u06d2 \u0622\u0631\u06a9\u06cc\u0633\u0679\u0631\u06cc\u0634\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u0648\u0632\u0648\u06ba \u06c1\u06d2\u06d4 \u0627\u06af\u0631 \u0622\u067e \u06a9\u0627 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0633\u0627\u062f\u06c1 \u0627\u0648\u0631 \u0644\u06a9\u06cc\u0631\u06cc \u06c1\u06d2\u060c \u062a\u0648 \u0633\u0627\u062f\u06c1 Python \u0627\u06a9\u062b\u0631 \u0633\u0628 \u0633\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u0639\u0645\u0644\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06af\u0631 \u0622\u067e \u06a9\u06d2 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u06a9\u0648 \u0645\u0634\u062a\u0631\u06a9\u06c1 \u062d\u0627\u0644\u062a\u060c \u0634\u0627\u062e\u0648\u06ba\u060c \u0644\u0648\u067e\u0633\u060c \u06cc\u0627 \u0632\u06cc\u0627\u062f\u06c1 \u067e\u06cc\u0686\u06cc\u062f\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u0648\u0622\u0631\u0688\u06cc\u0646\u06cc\u0634\u0646 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u060c \u062a\u0648 LangGraph \u0627\u06cc\u06a9 \u0628\u06c1\u062a\u0631 \u0641\u0679 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-sample-output\">\u0646\u0645\u0648\u0646\u06c1 \u067e\u06cc\u062f\u0627\u0648\u0627\u0631<\/h2>\n<p>\u0627\u0633 \u0627\u0646 \u067e\u0679 \u06a9\u06d2 \u0644\u06cc\u06d2:<\/p>\n<pre><code class=\"language-text\">Enter a study topic: Newton's laws of motion\n<\/code><\/pre>\n<p>\u062f\u0648\u0646\u0648\u06ba \u0648\u0631\u0698\u0646 \u0627\u06cc\u06a9 \u06c1\u06cc \u0642\u0633\u0645 \u06a9\u0627 \u0622\u0624\u0679 \u067e\u0679 \u062a\u06cc\u0627\u0631 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba: \u0633\u06cc\u06a9\u0634\u0646\u0632\u060c \u0646\u0648\u0679\u0633\u060c \u0627\u0648\u0631 \u062c\u0627\u0626\u0632\u06c1 \u0633\u0648\u0627\u0644\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0645\u062e\u062a\u0635\u0631 \u0645\u0637\u0627\u0644\u0639\u06c1 \u06af\u0627\u0626\u06cc\u0688\u06d4<\/p>\n<p>\u0639\u0627\u0645 \u0646\u062a\u0627\u0626\u062c \u062f\u0631\u062c \u0630\u06cc\u0644 \u06c1\u06cc\u06ba:<\/p>\n<pre><code class=\"language-plaintext\">$python study_guide_v2.py \n\nWarming up model...\nModel ready.\n\nEnter a study topic: Newton's laws of motion\nCalling node planner...\nFinished planner in 30.2s\nCalling node teacher...\nFinished teacher in 33.0s\nCalling node quiz_writer...\nFinished quiz_writer in 40.0s\n\n# Study Guide: Newton's laws of motion\n\n## Outline\n**Section 1: The Law of Inertia**\n*   **Definition:** An object at rest stays at rest, and an object in motion stays in motion with the same speed and direction unless acted upon by an unbalanced force.\n*   **Key Concept:** Inertia is the tendency of an object to resist changes in its state of motion.\n\n**Section 2: The Law of Acceleration**\n*   **Definition:** The acceleration of an object is directly proportional to the net force acting on it and inversely proportional to its mass.\n*   **Formula:** $F = ma$ (Force = mass \u00d7 acceleration).\n\n**Section 3: The Law of Action and Reaction**\n*   **Definition:** For every action, there is an equal and opposite reaction.\n*   **Key Concept:** Forces always occur in pairs; if Object A exerts a force on Object B, Object B exerts an equal force in the opposite direction on Object A.\n\n## Notes\n**Section 1: The Law of Inertia**\n*   **Definition:** Objects keep doing what they are doing. If it is still, it stays still. If it is moving, it keeps moving at the same speed and direction.\n*   **Key Concept:** **Inertia** is the tendency of an object to resist changes in its motion.\n\n**Section 2: The Law of Acceleration**\n*   **Definition:** Force causes acceleration. The harder you push, the faster it speeds up. The heavier the object, the harder it is to move.\n*   **Formula:** $F = ma$ (Force = mass \u00d7 acceleration).\n\n**Section 3: The Law of Action and Reaction**\n*   **Definition:** Forces always come in pairs. When one object pushes another, the second object pushes back.\n*   **Key Concept:** For every action, there is an equal and opposite reaction.\n\n## Review Questions\n1. What is the tendency of an object to resist changes in its motion called?\n2. What is the formula for the Law of Acceleration?\n3. According to the Law of Action and Reaction, how do action and reaction forces compare?\n<\/code><\/pre>\n<p>\u062f\u0648\u0646\u0648\u06ba \u0641\u0646 \u062a\u0639\u0645\u06cc\u0631 \u0627\u06cc\u06a9 \u06c1\u06cc \u0645\u0633\u0626\u0644\u06c1 \u06a9\u0648 \u062d\u0644 \u06a9\u0631\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0644\u06cc\u06a9\u0646 \u0627\u06cc\u06a9 \u06a9\u0648 \u0633\u0627\u062f\u06c1 \u0627\u0632\u06af\u0631 \u06a9\u0648\u0688 \u0627\u0648\u0631 \u062f\u0648\u0633\u0631\u06d2 \u06a9\u0648 \u0648\u0627\u0636\u062d \u06af\u0631\u0627\u0641 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u067e\u06cc\u0645\u0627\u0646\u06c1 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h2 id=\"heading-common-multi-agent-patterns\">\u0639\u0627\u0645 \u0645\u0644\u0679\u06cc \u0627\u06cc\u062c\u0646\u0679 \u067e\u06cc\u0679\u0631\u0646<\/h2>\n<p>\u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u06a9\u06cc \u0627\u06cc\u06a9 \u0645\u062b\u0627\u0644 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