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\u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u0633 \u0646\u0642\u0637\u06c1 \u0646\u0638\u0631 \u06a9\u0627 \u0627\u06cc\u06a9 \u0627\u0648\u0631 \u0641\u0627\u0626\u062f\u06c1 \u0631\u0627\u0632\u062f\u0627\u0631\u06cc \u0627\u0648\u0631 \u06a9\u0646\u0679\u0631\u0648\u0644 \u06c1\u06d2\u06d4 \u0633\u0628 \u06a9\u0686\u06be \u0645\u0642\u0627\u0645\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0644\u06c1\u0630\u0627 \u0627\u06cc\u062c\u0646\u0679\u060c \u0627\u0634\u0627\u0631\u06d2\u060c \u0627\u0648\u0631 \u0622\u0624\u0679 \u067e\u0679 \u0645\u06cc\u0631\u06d2 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0631 \u067e\u0631 \u0631\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0628\u06cc\u0631\u0648\u0646\u06cc \u0622\u0679\u0648\u0645\u06cc\u0634\u0646 \u067e\u0644\u06cc\u0679 \u0641\u0627\u0631\u0645\u0632 \u067e\u0631 \u0627\u0646\u062d\u0635\u0627\u0631 \u06a9\u0631\u0646\u06d2 \u06cc\u0627 \u062a\u06be\u0631\u0688 \u067e\u0627\u0631\u0679\u06cc \u0633\u0631\u0648\u0633\u0632 \u06a9\u0648 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0688\u06cc\u0679\u0627 \u0628\u06be\u06cc\u062c\u0646\u06d2 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<p>\u0641\u0646 \u062a\u0639\u0645\u06cc\u0631 \u062c\u0627\u0646 \u0628\u0648\u062c\u06be \u06a9\u0631 \u06c1\u0644\u06a9\u0627 \u06c1\u06d2\u06d4 \u0634\u06cc\u0688\u06cc\u0648\u0644\u0631 \u062f\u0646 \u0645\u06cc\u06ba \u0627\u06cc\u06a9 \u0628\u0627\u0631 \u0686\u0644\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0635\u0631\u0641 \u067e\u0691\u06be\u0646\u06d2 \u0648\u0627\u0644\u06d2 AI \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u06d2 \u0633\u06cc\u0679 \u06a9\u0648 \u06a9\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06c1\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0627\u06cc\u06a9 \u06a9\u0627\u0645 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0630\u0645\u06c1 \u062f\u0627\u0631 \u06c1\u06d2\u060c \u062c\u06cc\u0633\u06d2 \u06a9\u06c1 GOOGL \u0627\u0633\u0679\u0627\u06a9 \u06a9\u06cc \u06a9\u0627\u0631\u06a9\u0631\u062f\u06af\u06cc \u06a9\u0648 \u0686\u06cc\u06a9 \u06a9\u0631\u0646\u0627\u060c \u062a\u0627\u0632\u06c1 \u062a\u0631\u06cc\u0646 AI \u062e\u0628\u0631\u0648\u06ba \u06a9\u0627 \u062e\u0644\u0627\u0635\u06c1 \u06a9\u0631\u0646\u0627\u060c \u06cc\u0627 \u0645\u0648\u0633\u0645 \u06a9\u06cc \u0628\u0631\u06cc\u0641\u0646\u06af \u0628\u0646\u0627\u0646\u0627\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u06cc\u0648\u0644\u0631 \u0627\u0633\u06d2 \u0622\u0632\u0627\u062f\u0627\u0646\u06c1 \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0622\u0624\u0679 \u067e\u0679 \u062c\u0645\u0639 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u0622\u0624\u0679 \u067e\u0679 \u0641\u0648\u0644\u0688\u0631 \u0645\u06cc\u06ba \u0645\u0627\u0631\u06a9 \u0688\u0627\u0624\u0646 \u0641\u0627\u0626\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u062c\u06cc\u0633\u06d2 \u062c\u06cc\u0633\u06d2 \u0622\u067e \u06a9\u06cc \u0636\u0631\u0648\u0631\u06cc\u0627\u062a \u0628\u0691\u06be\u062a\u06cc \u06c1\u06cc\u06ba\u060c \u0622\u067e \u0627\u0636\u0627\u0641\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0628\u0646\u0627\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0641\u0648\u0644\u0688\u0631 \u0645\u06cc\u06ba \u0645\u0632\u06cc\u062f \u0627\u06cc\u062c\u0646\u0679\u0633 \u0634\u0627\u0645\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u0648\u0644\u0631 \u06a9\u0648\u0688 \u062a\u0628\u062f\u06cc\u0644 \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-plaintext\">project\/\n\u251c\u2500\u2500 scheduler.py\n\u251c\u2500\u2500 outputs\/\n\u251c\u2500\u2500 agents\/\n    \u251c\u2500\u2500 googl_stock.py\n    \u251c\u2500\u2500 ai_news.py\n    \u2514\u2500\u2500 weather_brief.py\n<\/code><\/pre>\n<h2 id=\"heading-step-1-install-ollama-and-pull-the-model\">\u0645\u0631\u062d\u0644\u06c1 1: \u0627\u0648\u0644\u0627\u0645\u0627 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u0627\u0648\u0631 \u0645\u0627\u0688\u0644\u0632 \u062f\u0631\u0622\u0645\u062f \u06a9\u0631\u06cc\u06ba\u06d4<\/h2>\n<p>\u067e\u06c1\u0644\u06d2 \u0627\u067e\u0646\u06d2 \u067e\u0644\u06cc\u0679 \u0641\u0627\u0631\u0645 \u067e\u0631 \u0627\u0648\u0644\u0627\u0645\u0627 \u06a9\u0648 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<p>\u06c1\u0645 \u0645\u0642\u0627\u0645\u06cc \u0645\u0627\u0688\u0644 \u06a9\u06d2 \u0644\u06cc\u06d2 \u06a9\u06cc\u0648\u06cc\u0646 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<pre><code class=\"language-bash\">ollama pull qwen3.5:4b\n<\/code><\/pre>\n<h2 id=\"heading-step-2-install-python-dependencies\">\u0645\u0631\u062d\u0644\u06c1 2: \u0627\u0632\u06af\u0631 \u067e\u0631 \u0627\u0646\u062d\u0635\u0627\u0631 \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/h2>\n<p>\u0648\u0631\u0686\u0648\u0626\u0644 \u0645\u0627\u062d\u0648\u0644 \u0628\u0646\u0627\u0626\u06cc\u06ba \u0627\u0648\u0631 \u067e\u06cc\u06a9\u062c \u0627\u0646\u0633\u0679\u0627\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-bash\">python3 -m venv venv\nsource venv\/bin\/activate\npip install langchain langchain-ollama requests\n<\/code><\/pre>\n<p>LangChain>= 1.0.0 \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u06c1\u06d2\u06d4<\/p>\n<p>\u06c1\u0645\u0627\u0631\u06d2 \u0645\u062b\u0627\u0644\u06cc \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u0645\u06cc\u06ba \u0633\u06d2 \u0627\u06cc\u06a9 \u062a\u0627\u0632\u06c1 \u062a\u0631\u06cc\u0646 AI \u062e\u0628\u0631\u0648\u06ba \u06a9\u06d2 \u0644\u06cc\u06d2 Ollama \u06a9\u06d2 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0648\u06cc\u0628 \u0633\u0631\u0686 API \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 API \u06a9\u0648 \u0627\u0648\u0644\u0627\u0645\u0627 \u0627\u06a9\u0627\u0624\u0646\u0679 \u0627\u0648\u0631 API \u06a9\u0644\u06cc\u062f \u062f\u0631\u06a9\u0627\u0631 \u06c1\u06d2\u06d4 <code>OLLAMA_API_KEY<\/code>.<\/p>\n<p>\u06a9\u0644\u06cc\u062f \u06a9\u0648 \u0627\u0633 \u0637\u0631\u062d \u0633\u06cc\u0679 \u06a9\u0631\u06cc\u06ba:<\/p>\n<pre><code class=\"language-bash\">export OLLAMA_API_KEY=\"paste-key-here\"\n<\/code><\/pre>\n<h2 id=\"heading-step-3-define-the-agent-format\">\u0645\u0631\u062d\u0644\u06c1 3: \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc \u0642\u0633\u0645 \u06a9\u06cc \u0648\u0636\u0627\u062d\u062a \u06a9\u0631\u06cc\u06ba\u06d4<\/h2>\n<p>\u062a\u0645\u0627\u0645 \u0627\u06cc\u062c\u0646\u0679 Python \u0641\u0627\u0626\u0644\u06cc\u06ba \u06c1\u06cc\u06ba\u06d4 <code>agents\/<\/code> \u062f\u0648 \u062e\u0635\u0648\u0635\u06cc\u0627\u062a \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0627\u06cc\u06a9 \u0641\u0648\u0644\u0688\u0631:<\/p>\n<p><code>run()<\/code>    \u06a9\u0648\u0626\u06cc \u062f\u0644\u06cc\u0644 \u0646\u06c1\u06cc\u06ba \u0644\u06cc\u062a\u0627 \u0627\u0648\u0631 \u0627\u06cc\u06a9 \u062a\u0627\u0631 \u0644\u0648\u0679\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u062c\u0648 \u0648\u0627\u067e\u0633 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u0633\u06d2 \u0679\u0627\u0626\u0645 \u0627\u0633\u0679\u06cc\u0645\u067e\u0688 \u0645\u0627\u0631\u06a9 \u0688\u0627\u0624\u0646 \u0641\u0627\u0626\u0644 \u0645\u06cc\u06ba \u0644\u06a9\u06be\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2\u06d4 <code>outputs\/<\/code>.<\/p>\n<p>\u0641\u0648\u0644\u0688\u0631 \u06a9\u0627 \u0688\u06be\u0627\u0646\u0686\u06c1 \u0628\u0646\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-bash\">mkdir -p agents outputs\ntouch agents\/__init__.py\n<\/code><\/pre>\n<h2 id=\"heading-step-4-create-the-agent-scheduler\">\u0645\u0631\u062d\u0644\u06c1 4: \u0627\u06cc\u06a9 \u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u0648\u0644\u0631 \u0628\u0646\u0627\u0626\u06cc\u06ba<\/h2>\n<p>\u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u0648\u0644\u0631 \u062a\u06cc\u0646 \u0686\u06be\u0648\u0679\u06d2 \u06a9\u0627\u0645 \u0627\u0646\u062c\u0627\u0645 \u062f\u06cc\u062a\u0627 \u06c1\u06d2:<\/p>\n<ol>\n<li>\n<p>\u062a\u0645\u0627\u0645 \u0627\u06cc\u062c\u0646\u0679 \u0645\u0627\u0688\u06cc\u0648\u0644 \u0644\u0648\u0688 \u06a9\u0631\u06cc\u06ba\u06d4 <code>agents\/<\/code><\/p>\n<\/li>\n<li>\n<p>\u06a9\u0627\u0644 <code>run()<\/code> \u06c1\u0631 \u0627\u06cc\u06a9 \u06a9\u0648<\/p>\n<\/li>\n<li>\n<p>\u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u0627\u0633 \u0645\u06cc\u06ba \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u06cc\u06ba: <code>outputs\/<\/code><\/p>\n<\/li>\n<\/ol>\n<p>\u06cc\u06c1 \u0645\u06a9\u0645\u0644 \u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u0648\u0644\u0631 \u06c1\u06d2\u06d4 \u06a9\u0648\u0626\u06cc \u0631\u06cc\u0627\u0633\u062a\u06cc \u0641\u0627\u0626\u0644\u06cc\u06ba \u06cc\u0627 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0645\u062e\u0635\u0648\u0635 \u0634\u06cc\u0688\u0648\u0644\u0646\u06af \u0645\u0646\u0637\u0642 \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4 OS \u0634\u06cc\u0688\u0648\u0644\u0631 \u062a\u0639\u06cc\u0646 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u0648\u0644\u0631 \u06a9\u0628 \u0686\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u0648\u0644\u0631 \u06c1\u0631 \u0628\u0627\u0631 \u062a\u0645\u0627\u0645 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06d2 \u0622\u0624\u0679 \u067e\u0679 \u06a9\u0648 \u0622\u0624\u0679 \u067e\u0679\/\u0641\u0648\u0644\u0688\u0631 \u0645\u06cc\u06ba \u0645\u0627\u0631\u06a9 \u0688\u0627\u0624\u0646 \u0641\u0627\u0626\u0644 \u06a9\u06d2 \u0637\u0648\u0631 \u067e\u0631 \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0645\u0632\u06cc\u062f \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0634\u0627\u0645\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0627\u0646\u06c1\u06cc\u06ba \u0635\u0631\u0641 \u0627\u06cc\u062c\u0646\u0679\u0633\/\u0641\u0648\u0644\u0688\u0631 \u0645\u06cc\u06ba \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u0648\u0644\u0631 \u0645\u06cc\u06ba \u06a9\u0633\u06cc \u062a\u0628\u062f\u06cc\u0644\u06cc \u06a9\u06cc \u0636\u0631\u0648\u0631\u062a \u0646\u06c1\u06cc\u06ba \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>scheduler.py<\/code>:<\/p>\n<pre><code class=\"language-python\">import importlib\nfrom datetime import datetime\nfrom pathlib import Path\n\n# Folder that contains all agent files.\nAGENTS_DIR = Path(\"agents\")\n\n# Folder where the output files will be written.\nOUTPUTS_DIR = Path(\"outputs\")\n\n\ndef load_agents():\n    \"\"\"Import every valid agent module from the agents\/ folder.\"\"\"\n    agents = []\n\n    # Look through all Python files in agents\/\n    for path in sorted(AGENTS_DIR.glob(\"*.py\")):\n        # Skip private helper files like __init__.py\n        if path.name.startswith(\"_\"):\n            continue\n\n        # Import the file as a Python module, e.g. agents.googl_stock\n        module = importlib.import_module(f\"agents.{path.stem}\")\n\n        # Only keep modules that define NAME and run()\n        if hasattr(module, \"NAME\") and hasattr(module, \"run\"):\n            agents.append(module)\n        else:\n            print(f\"[skip] {path.name} (missing NAME or run)\")\n\n    return agents\n\n\ndef main():\n    \"\"\"Load all agents, run them, and save their outputs.\"\"\"\n    # Create the outputs\/ folder if it doesn't exist yet.\n    OUTPUTS_DIR.mkdir(exist_ok=True)\n\n    # Run every agent we found.\n    for agent in load_agents():\n        print(f\"[run]  {agent.NAME}\")\n\n        try:\n            # Call the agent's run() function.\n            output = agent.run()\n\n            # Create a timestamped filename like:\n            # outputs\/weather-brief-2026-07-03_08-00-39.md\n            timestamp = datetime.now().strftime(\"%Y-%m-%d_%H-%M-%S\")\n            out_path = OUTPUTS_DIR \/ f\"{agent.NAME}-{timestamp}.md\"\n\n            # Write the returned text to disk.\n            out_path.write_text(output)\n\n            print(f\"[ok]   {agent.NAME} -> {out_path}\")\n        except Exception as e:\n            # If one agent fails, log it and continue with the others.\n            print(f\"[fail] {agent.NAME}: {e}\")\n\n\nif __name__ == \"__main__\":\n    main()\n<\/code><\/pre>\n<h2 id=\"heading-step-5-add-three-real-agents\">\u0645\u0631\u062d\u0644\u06c1 5: 3 \u0627\u0635\u0644\u06cc \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/h2>\n<p>\u06cc\u06c1\u0627\u06ba \u062a\u06cc\u0646 \u0633\u0627\u062f\u06c1 \u0635\u0631\u0641 \u067e\u0691\u06be\u0646\u06d2 \u0648\u0627\u0644\u06d2 \u0627\u06cc\u062c\u0646\u0679 \u06c1\u06cc\u06ba:<\/p>\n<h3 id=\"heading-agent-1-googl-stock-check\">\u0627\u06cc\u062c\u0646\u0679 1: GOOGL \u0627\u0633\u0679\u0627\u06a9 \u0686\u06cc\u06a9 \u06a9\u0631\u06cc\u06ba\u06d4<\/h3>\n<p>\u0627\u0633 \u06a9\u0648 \u0628\u0637\u0648\u0631 \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u06cc\u06ba\u06d4 <code>agents\/googl_stock.py<\/code>.<\/p>\n<p>\u06c1\u0645 GOOGL \u0633\u06d2 \u0631\u0648\u0632\u0627\u0646\u06c1 \u0627\u0642\u062a\u0628\u0627\u0633 \u06a9\u0627 \u0688\u06cc\u0679\u0627 \u0644\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba\u060c Python \u0645\u06cc\u06ba \u06c1\u0648\u0646\u06d2 \u0648\u0627\u0644\u06cc \u062a\u0628\u062f\u06cc\u0644\u06cc\u0648\u06ba \u06a9\u0627 \u062d\u0633\u0627\u0628 \u0644\u06af\u0627\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u067e\u06be\u0631 \u0627\u067e\u0646\u06d2 \u0645\u0642\u0627\u0645\u06cc \u0645\u0627\u0688\u0644 \u0633\u06d2 \u0627\u0633\u06d2 \u0645\u062e\u062a\u0635\u0631 \u062e\u0644\u0627\u0635\u06d2 \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u0648 \u06a9\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-python\">import requests\nfrom langchain.agents import create_agent\nfrom langchain_ollama import ChatOllama\n\nNAME = \"googl-stock\"\n\n\ndef fetch_googl():\n    url = \"https:\/\/query1.finance.yahoo.com\/v8\/finance\/chart\/GOOGL?interval=1d&range=1d\"\n    r = requests.get(url, headers={\"User-Agent\": \"Mozilla\/5.0\"}, timeout=15)\n    r.raise_for_status()\n\n    meta = r.json()[\"chart\"][\"result\"][0][\"meta\"]\n    price = meta[\"regularMarketPrice\"]\n    prev = meta[\"chartPreviousClose\"]\n    change = price - prev\n    pct = (change \/ prev) * 100 if prev else 0\n\n    return {\n        \"symbol\": \"GOOGL\",\n        \"price\": round(price, 2),\n        \"previous_close\": round(prev, 2),\n        \"change\": round(change, 2),\n        \"pct_change\": round(pct, 2),\n    }\n\n\ndef run():\n    data = fetch_googl()\n\n    agent = create_agent(\n        model=ChatOllama(model=\"qwen3.5:4b\", temperature=0),\n        tools=[],\n        system_prompt=(\n            \"You write short stock summaries. \"\n            \"Given stock data, write 2 concise Markdown bullet points explaining \"\n            \"the price move and whether it was an up or down day.\"\n        ),\n    )\n\n    result = agent.invoke({\n        \"messages\": [{\"role\": \"user\", \"content\": str(data)}]\n    })\n\n    return (\n        \"# GOOGL Daily Summary\\n\\n\"\n        f\"{result['messages'][-1].content}\\n\\n\"\n        f\"**Raw data:** `{data}`\\n\"\n    )\n<\/code><\/pre>\n<h3 id=\"heading-agent-2-ai-news-digest\">\u0627\u06cc\u062c\u0646\u0679 2: \u0627\u06d2 \u0622\u0626\u06cc \u0646\u06cc\u0648\u0632 \u0688\u0627\u0626\u062c\u0633\u0679<\/h3>\n<p>\u0627\u0633 \u06a9\u0648 \u0628\u0637\u0648\u0631 \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u06cc\u06ba\u06d4 <code>agents\/ai_news.py<\/code>.<\/p>\n<p>\u06cc\u06c1 \u0627\u06cc\u062c\u0646\u0679 \u062d\u0627\u0644\u06cc\u06c1 AI \u062e\u0628\u0631\u0648\u06ba \u06a9\u06d2 \u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u0628\u0627\u0632\u06cc\u0627\u0641\u062a \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 Ollama \u06a9\u06d2 \u0648\u06cc\u0628 \u0633\u0631\u0686 API \u06a9\u0627 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u062a\u0627 \u06c1\u06d2 \u0627\u0648\u0631 \u067e\u06be\u0631 \u0627\u06cc\u06a9 \u0645\u0642\u0627\u0645\u06cc \u0645\u0627\u0688\u0644 \u0633\u06d2 \u06a9\u06c1\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u0648\u06c1 \u0627\u0646\u06c1\u06cc\u06ba \u0645\u062e\u062a\u0635\u0631 \u062e\u0644\u0627\u0635\u06d2 \u0645\u06cc\u06ba \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u06d2\u06d4 \u06a9\u06c1 <code>OLLAMA_API_KEY<\/code>\u06cc\u06c1 \u0648\u06c1\u06cc \u06c1\u06d2 \u062c\u0648 \u0645\u06cc\u0631\u06d2 \u0630\u0627\u062a\u06cc \u0648\u06cc\u0628 \u0631\u06cc\u0633\u0631\u0686 AI \u0627\u06cc\u062c\u0646\u0679 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u0645\u06cc\u06ba \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06c1\u0648\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<pre><code class=\"language-python\">import os\nimport requests\nfrom langchain.agents import create_agent\nfrom langchain_ollama import ChatOllama\n\nNAME = \"ai-news\"\n\n\ndef search_news():\n    r = requests.post(\n        \"https:\/\/ollama.com\/api\/web_search\",\n        headers={\"Authorization\": f\"Bearer {os.getenv('OLLAMA_API_KEY')}\"},\n        json={\"query\": \"latest AI news\", \"max_results\": 5},\n        timeout=30,\n    )\n    r.raise_for_status()\n    return r.json()[\"results\"]\n\n\ndef run():\n    results = search_news()\n\n    agent = create_agent(\n        model=ChatOllama(model=\"qwen3.5:4b\", temperature=0),\n        tools=[],\n        system_prompt=(\n            \"You write short AI news digests. \"\n            \"Given search results, produce 3-5 Markdown bullet points. \"\n            \"Each bullet should summarize one important story and end with its source URL.\"\n        ),\n    )\n\n    result = agent.invoke({\n        \"messages\": [{\"role\": \"user\", \"content\": str(results)}]\n    })\n\n    return f\"# Daily AI News Digest\\n\\n{result['messages'][-1].content}\\n\"\n<\/code><\/pre>\n<h3 id=\"heading-agent-3-weather-brief\">\u0627\u06cc\u062c\u0646\u0679 3: \u0645\u0648\u0633\u0645 \u06a9\u06cc \u0628\u0631\u06cc\u0641\u0646\u06af<\/h3>\n<p>\u0627\u0633 \u06a9\u0648 \u0628\u0637\u0648\u0631 \u0645\u062d\u0641\u0648\u0638 \u06a9\u0631\u06cc\u06ba\u06d4 <code>agents\/weather_brief.py<\/code>.<\/p>\n<pre><code class=\"language-python\">import requests\nfrom langchain.agents import create_agent\nfrom langchain_ollama import ChatOllama\n\nNAME = \"weather-brief\"\n\n\ndef fetch_weather():\n    r = requests.get(\"https:\/\/wttr.in\/New+York?format=j1\", timeout=15)\n    r.raise_for_status()\n\n    current = r.json()[\"current_condition\"][0]\n    return {\n        \"temp_f\": current[\"temp_F\"],\n        \"feels_like_f\": current[\"FeelsLikeF\"],\n        \"humidity\": current[\"humidity\"],\n        \"wind_mph\": current[\"windspeedMiles\"],\n        \"description\": current[\"weatherDesc\"][0][\"value\"],\n    }\n\n\ndef run():\n    weather = fetch_weather()\n\n    agent = create_agent(\n        model=ChatOllama(model=\"qwen3.5:4b\", temperature=0),\n        tools=[],\n        system_prompt=(\n            \"You write short weather briefs. \"\n            \"Given current weather data, write 2 concise Markdown bullet points \"\n            \"summarizing the conditions in plain English.\"\n        ),\n    )\n\n    result = agent.invoke({\n        \"messages\": [{\"role\": \"user\", \"content\": str(weather)}]\n    })\n\n    return f\"# Daily Weather Brief\\n\\n{result['messages'][-1].content}\\n\"\n<\/code><\/pre>\n<h2 id=\"heading-step-6-add-agent-scheduler-to-cron\">\u0645\u0631\u062d\u0644\u06c1 6: \u06a9\u0631\u0648\u0646 \u0645\u06cc\u06ba \u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u06cc\u0648\u0644\u0631 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba\u06d4<\/h2>\n<p>\u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u06cc\u0648\u0644\u0631 \u06a9\u0648 OS \u0634\u06cc\u0688\u0648\u0644\u0631 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0645\u062a\u062d\u0631\u06a9 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0688\u06cc\u0632\u0627\u0626\u0646 \u06a9\u06cc\u0627 \u06af\u06cc\u0627 \u06c1\u06d2\u06d4 \u062c\u0628 \u0628\u06be\u06cc \u06cc\u06c1 \u0686\u0644\u062a\u0627 \u06c1\u06d2\u060c \u0627\u06cc\u062c\u0646\u0679\/\u0641\u0648\u0644\u0688\u0631 \u0645\u06cc\u06ba \u0645\u0648\u062c\u0648\u062f \u062a\u0645\u0627\u0645 \u0627\u06cc\u062c\u0646\u0679 \u0686\u0644\u06cc\u06ba \u06af\u06d2\u06d4<\/p>\n<p>\u0622\u067e \u06a9\u0648 \u0627\u067e\u0646\u06d2 \u0648\u0631\u0686\u0648\u0626\u0644 \u0645\u0627\u062d\u0648\u0644 \u0645\u06cc\u06ba \u0627\u0632\u06af\u0631 \u06a9\u0627 \u067e\u0648\u0631\u0627 \u0631\u0627\u0633\u062a\u06c1 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631\u0646\u0627 \u0686\u0627\u06c1\u06cc\u06d2\u06d4 \u0634\u06cc\u0688\u0648\u0644\u0631\u0632 \u0639\u0627\u0645 \u0637\u0648\u0631 \u067e\u0631 \u0634\u06cc\u0644 \u06a9\u06d2 \u0648\u0627\u0631\u062b \u0646\u06c1\u06cc\u06ba \u06c1\u0648\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 <code>PATH<\/code>\u062a\u0648 \u0646\u0646\u06af\u06d2 \u06c1\u0627\u062a\u06be\u0648\u06ba \u0633\u06d2 <code>python<\/code> \u06cc\u06c1 \u0627\u06a9\u062b\u0631 \u062a\u0648\u0642\u0639 \u06a9\u06d2 \u0645\u0637\u0627\u0628\u0642 \u06a9\u0627\u0645 \u0646\u06c1\u06cc\u06ba \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<h3 id=\"heading-macos-and-linux\">\u0645\u06cc\u06a9 OS \u0627\u0648\u0631 \u0644\u06cc\u0646\u06a9\u0633<\/h3>\n<p>macOS \u067e\u0631\u060c \u0622\u067e \u06cc\u0627 \u062a\u0648 \u0627\u0633\u062a\u0639\u0645\u0627\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba: <code>launchd<\/code> \u06cc\u0627 <code>cron<\/code>. <code>launchd<\/code> \u0627\u06af\u0631\u0686\u06c1 \u06cc\u06c1 \u0627\u06cc\u06a9 macOS \u067e\u0631 \u0645\u0628\u0646\u06cc \u0634\u06cc\u0688\u0648\u0644\u0631 \u06c1\u06d2\u060c \u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u0645\u06cc\u06ba <code>cron<\/code> \u06a9\u06cc\u0648\u0646\u06a9\u06c1 \u06cc\u06c1 \u0644\u06cc\u0646\u06a9\u0633 \u067e\u0631 \u0628\u06be\u06cc \u06a9\u0627\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 run_scheduler.sh \u0627\u0633\u06a9\u0631\u067e\u0679 \u0628\u0646\u0627\u0626\u06cc\u06ba \u0627\u0648\u0631 \u0627\u0633\u06d2 \u0627\u067e\u0646\u06d2 \u06a9\u0648\u0688 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0631\u06a9\u06be\u06cc\u06ba\u06d4 Ollama API \u06a9\u0644\u06cc\u062f \u06a9\u0648 \u067e\u0644\u06cc\u0633 \u06c1\u0648\u0644\u0688\u0631 \u0645\u06cc\u06ba \u0686\u0633\u067e\u0627\u06ba \u06a9\u0631\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-plaintext\">#!\/bin\/bash\n\nexport OLLAMA_API_KEY=\"<key>\"\ncd \/full\/path\/to\/project\n\/full\/path\/to\/project\/venv\/bin\/python3 scheduler.py >> runner.log 2>&1\n<\/key><\/code><\/pre>\n<p>\u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u06a9\u0627\u0645 \u06a9\u0631\u06a9\u06d2 \u0627\u0633\u06d2 \u0642\u0627\u0628\u0644 \u0639\u0645\u0644 \u0628\u0646\u0627\u0626\u06cc\u06ba: <code>chmod +x run_scheduler.sh<\/code> \u0679\u0631\u0645\u06cc\u0646\u0644 \u0645\u06cc\u06ba\u06d4 \u0622\u067e \u062f\u0631\u062c \u0630\u06cc\u0644 \u06a9\u0627\u0645 \u06a9\u0631\u06a9\u06d2 \u0627\u0633 \u06a9\u06cc \u062c\u0627\u0646\u0686 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 <code>.\/run_scheduler.sh<\/code> \u0622\u067e \u06a9\u06d2 \u0679\u0631\u0645\u06cc\u0646\u0644 \u0645\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 \u06a9\u0631\u0648\u0646\u0679\u0627\u0628 \u06a9\u06be\u0648\u0644\u06cc\u06ba:<\/p>\n<pre><code class=\"language-bash\">crontab -e\n<\/code><\/pre>\n<p>\u062f\u0631\u062c \u0630\u06cc\u0644 \u0644\u0627\u0626\u0646 \u0634\u0627\u0645\u0644 \u06a9\u0631\u06cc\u06ba:<\/p>\n<pre><code class=\"language-bash\">0 8 * * * \/full\/path\/to\/project\/run_scheduler.sh\n<\/code><\/pre>\n<p>Scheduler.py \u06c1\u0631 \u0631\u0648\u0632 \u0635\u0628\u062d 8 \u0628\u062c\u06d2 \u0686\u0644\u062a\u0627 \u06c1\u06d2\u06d4 \u06a9\u06c1 <code>runner.log<\/code> \u0639\u0627\u0645 \u0622\u0624\u0679 \u067e\u0679 \u0627\u0648\u0631 \u063a\u0644\u0637\u06cc\u0648\u06ba \u062f\u0648\u0646\u0648\u06ba \u06a9\u0648 \u067e\u06a9\u0691\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u0627\u06cc\u06a9 \u0627\u0646\u062a\u0628\u0627\u06c1: \u0627\u06af\u0631 \u0622\u067e \u06a9\u0627 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0631 \u0633\u0644\u06cc\u067e \u0645\u0648\u0688 \u0645\u06cc\u06ba \u06c1\u06d2 \u062c\u0628 \u06a9\u0631\u0648\u0646 \u062c\u0627\u0628 \u0686\u0644\u0646\u06d2 \u0648\u0627\u0644\u0627 \u06c1\u06d2\u060c \u062a\u0648 \u0648\u06c1 \u06a9\u0627\u0644 \u0639\u0627\u0645 \u0637\u0648\u0631 \u067e\u0631 \u0686\u06be\u0648\u0679 \u062c\u0627\u0626\u06d2 \u06af\u06cc\u06d4<\/p>\n<h3 id=\"heading-windows-with-task-scheduler\">\u0679\u0627\u0633\u06a9 \u0634\u06cc\u0688\u06cc\u0648\u0644\u0631 \u06a9\u06d2 \u0633\u0627\u062a\u06be \u0648\u0646\u0688\u0648\u0632<\/h3>\n<p>\u067e\u0627\u0648\u0631 \u0634\u06cc\u0644 \u0645\u06cc\u06ba:<\/p>\n<pre><code class=\"language-powershell\">schtasks \/Create \/SC DAILY \/TN \"AI Runner\" \/TR \"C:\\path\\to\\venv\\Scripts\\python.exe C:\\path\\to\\scheduler.py\" \/ST 08:00\n<\/code><\/pre>\n<p>\u06a9\u0627\u0645 \u06a9\u06cc \u062a\u0631\u062a\u06cc\u0628\u0627\u062a \u0645\u06cc\u06ba\u060c \u0648\u0631\u06a9\u0646\u06af \u0688\u0627\u0626\u0631\u06a9\u0679\u0631\u06cc \u06a9\u0648 \u067e\u0631\u0648\u062c\u06cc\u06a9\u0679 \u0641\u0648\u0644\u0688\u0631 \u0645\u06cc\u06ba \u0633\u06cc\u0679 \u06a9\u0631\u06cc\u06ba\u06d4 <code>agents\/<\/code> \u0627\u0648\u0631 <code>outputs\/<\/code> \u0679\u06be\u06cc\u06a9 \u06c1\u0648 \u062c\u0627\u0624\u06d4<\/p>\n<h2 id=\"heading-sample-output\">\u0646\u0645\u0648\u0646\u06c1 \u067e\u06cc\u062f\u0627\u0648\u0627\u0631<\/h2>\n<p>\u067e\u06c1\u0644\u06d2 \u0634\u06cc\u0688\u06cc\u0648\u0644\u0631 \u06a9\u0648 \u062f\u0633\u062a\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644\u0627\u0626\u06cc\u06ba\u06d4<\/p>\n<pre><code class=\"language-bash\">python scheduler.py\n<\/code><\/pre>\n<p>\u0627\u06cc\u06a9 \u0631\u0646 \u0627\u0633 \u0637\u0631\u062d \u0646\u0638\u0631 \u0622\u0626\u06d2 \u06af\u0627:<\/p>\n<pre><code class=\"language-text\">$ python scheduler.py\n[run]  ai-news\n[ok]   ai-news -> outputs\/ai-news-2026-07-05_17-52-12.md\n[run]  googl-stock\n[ok]   googl-stock -> outputs\/googl-stock-2026-07-05_17-53-18.md\n[run]  weather-brief\n[ok]   weather-brief -> outputs\/weather-brief-2026-07-05_17-53-54.md\n<\/code><\/pre>\n<p>\u0622\u0624\u0679 \u067e\u0679 \u06a9\u0648 \u062f\u0631\u062c \u0630\u06cc\u0644 \u062c\u06af\u06c1 \u067e\u0631 \u0645\u062d\u0641\u0648\u0638 \u06a9\u06cc\u0627 \u062c\u0627\u062a\u0627 \u06c1\u06d2: <code>outputs\/<\/code> \u0641\u0648\u0644\u0688\u0631 \u06c1\u0631 \u0627\u06cc\u062c\u0646\u0679 \u06a9\u06cc \u067e\u06cc\u062f\u0627\u0648\u0627\u0631 \u0645\u0646\u062f\u0631\u062c\u06c1 \u0630\u06cc\u0644 \u06c1\u06d2:<\/p>\n<pre><code class=\"language-plaintext\">outputs % ls\nai-news-2026-07-05_17-52-12.md\ngoogl-stock-2026-07-05_17-53-18.md\t\nweather-brief-2026-07-05_17-53-54.md\n<\/code><\/pre>\n<pre><code class=\"language-plaintext\">$cat googl-stock-2026-07-05_17-53-18.md \n# GOOGL Daily Summary\n\n*   GOOGL closed at $359.91, down $1.30 (0.36%) from the previous close of $361.21.\n*   This marks a down day for the stock.\n\n**Raw data:** `{'symbol': 'GOOGL', 'price': 359.91, 'previous_close': 361.21, 'change': -1.3, 'pct_change': -0.36}`\n<\/code><\/pre>\n<pre><code class=\"language-plaintext\">$cat weather-brief-2026-07-05_17-53-54.md \n# Daily Weather Brief\n\n*   It's 77\u00b0F, feeling like 80\u00b0F.\n*   Partly cloudy with 9 mph winds.\n<\/code><\/pre>\n<pre><code class=\"language-plaintext\">cat ai-news-2026-07-05_17-52-12.md \n# Daily AI News Digest\n\n*   After spooking the Trump administration into safety testing, Anthropic's Fable 5 and Mythos 5 models have received global release with export curbs lifted.\n    https:\/\/arstechnica.com\/tech-policy\/2026\/07\/after-spooking-trump-into-safety-testing-anthropic-ai-models-get-global-release\/\n*   OpenAI has previewed three GPT-5.6 models (Sol, Terra, and Luna) with limited availability restricted to U.S. government-approved organizations.\n    https:\/\/www.deeplearning.ai\/the-batch\/gpt-5-6-lands-in-limbo\n...\n<\/code><\/pre>\n<p>\u0627\u0646 \u067e\u0631 \u0628\u06be\u0631\u0648\u0633\u06c1 \u06a9\u0631\u0646\u06d2 \u0633\u06d2 \u067e\u06c1\u0644\u06d2 \u0646\u062a\u0627\u0626\u062c \u06a9\u0648 \u0641\u0648\u0631\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0686\u06cc\u06a9 \u06a9\u0631\u06cc\u06ba\u06d4 \u0686\u06be\u0648\u0679\u06d2 \u0645\u0642\u0627\u0645\u06cc \u0645\u0627\u0688\u0644 \u0627\u0628 \u0628\u06be\u06cc \u0648\u06c1\u0645 \u06a9\u06cc \u062d\u0627\u0644\u062a \u0645\u06cc\u06ba \u06c1\u06cc\u06ba\u060c \u0627\u0648\u0631 \u062d\u0642\u06cc\u0642\u06cc \u0648\u0642\u062a \u0645\u06cc\u06ba \u0627\u0646\u06c1\u06cc\u06ba \u067e\u06a9\u0691\u0646\u06d2 \u0648\u0627\u0644\u0627 \u06a9\u0648\u0626\u06cc \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u060c \u0628\u063a\u06cc\u0631 \u067e\u0627\u0626\u0644\u0679 \u06a9\u06d2 \u0627\u06cc\u062c\u0646\u0679 \u0686\u06be\u0648\u0679\u06cc \u063a\u0644\u0637\u06cc\u0648\u06ba \u06a9\u0648 \u0628\u0691\u06be\u0627 \u062f\u06cc\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4<\/p>\n<p>\u0627\u06af\u0631 \u0622\u067e \u0627\u0633\u06d2 \u062c\u0627\u0646\u0686 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0632\u06cc\u0627\u062f\u06c1 \u06a9\u062b\u0631\u062a \u0633\u06d2 \u0686\u0644\u0627\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u062a\u0648 \u0622\u067e \u0627\u0633 \u0633\u06d2 \u06a9\u0631\u0648\u0646 \u06a9\u0648 \u0627\u067e \u0688\u06cc\u0679 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba: <code>* 8 * * *<\/code> \u06a9\u0648 <code>*\/10 * * * *<\/code> \u062a\u0648 \u06cc\u06c1 \u06c1\u0631 10 \u0645\u0646\u0679 \u0645\u06cc\u06ba \u0686\u0644\u062a\u0627 \u06c1\u06d2\u06d4 \u0627\u06cc\u06a9 \u0628\u0627\u0631 \u062c\u0628 \u0622\u067e \u0627\u067e\u0646\u06cc \u062a\u0631\u062a\u06cc\u0628\u0627\u062a \u0627\u0648\u0631 \u0646\u062a\u0627\u0626\u062c \u0633\u06d2 \u062e\u0648\u0634 \u06c1\u0648 \u062c\u0627\u0626\u06cc\u06ba \u062a\u0648\u060c \u0622\u067e \u0627\u067e\u0646\u06d2 \u06a9\u0631\u0648\u0646 \u06a9\u0648 \u0627\u0633 \u0637\u0631\u062d \u062a\u0631\u062a\u06cc\u0628 \u062f\u06d2 \u06a9\u0631 \u06c1\u0631 \u0631\u0648\u0632 \u0635\u0628\u062d 8:00 \u0628\u062c\u06d2 \u067e\u0631 \u0648\u0627\u067e\u0633 \u062c\u0627 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba: <code>* 8 * * *<\/code>.<\/p>\n<p>\u0627\u06af\u0631 \u0622\u067e \u0627\u067e\u0646\u06d2 \u0633\u06cc\u0679 \u0627\u067e \u06a9\u0648 \u0628\u0691\u06be\u0627\u0646\u0627 \u0686\u0627\u06c1\u062a\u06d2 \u06c1\u06cc\u06ba \u062a\u0648\u060c \u0627\u06af\u0644\u06d2 \u06a9\u0686\u06be \u0627\u0686\u06be\u06d2 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0646\u0626\u06d2 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0634\u0627\u0645\u0644 \u06a9\u0631\u0646\u0627\u060c \u0645\u062e\u062a\u0644\u0641 \u0634\u06cc\u0688\u0648\u0644\u0632 \u0622\u0632\u0645\u0627\u0646\u0627\u060c \u06cc\u0627 \u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u0648\u0644\u0631 \u0645\u06a9\u0645\u0644 \u06c1\u0648\u0646\u06d2 \u067e\u0631 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u06a9\u0648 \u062a\u0631\u062a\u06cc\u0628 \u062f\u06cc\u0646\u0627 \u06c1\u06cc\u06ba\u06d4<\/p>\n<h2 id=\"heading-conclusion\">\u0646\u062a\u06cc\u062c\u06c1<\/h2>\n<p>\u0627\u0633 \u0679\u06cc\u0648\u0679\u0648\u0631\u06cc\u0644 \u0645\u06cc\u06ba\u060c \u06c1\u0645 \u0646\u06d2 \u0627\u06cc\u06a9 \u0686\u06be\u0648\u0679\u0627 \u0645\u0642\u0627\u0645\u06cc AI \u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u0648\u0644\u0631 \u0628\u0646\u0627\u06cc\u0627 \u06c1\u06d2 \u062c\u0648 \u0627\u06cc\u06a9 \u0641\u0648\u0644\u0688\u0631 \u067e\u0631 \u0645\u062a\u0639\u062f\u062f \u0627\u06cc\u062c\u0646\u0679 \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2\u06d4 \u06c1\u0631 \u0627\u06cc\u062c\u0646\u0679 \u0627\u06cc\u06a9 Python \u0641\u0627\u0626\u0644 \u06c1\u06d2 \u062c\u0648 LLM \u06a9\u0648 \u06a9\u0627\u0644 \u06a9\u0631\u062a\u06cc \u06c1\u06d2 \u0627\u0648\u0631 \u06a9\u0627\u0645\u0648\u06ba \u06a9\u0648 \u0627\u0646\u062c\u0627\u0645 \u062f\u06cc\u062a\u06cc \u06c1\u06d2\u06d4 \u0627\u06cc\u062c\u0646\u0679 \u0634\u06cc\u0688\u06cc\u0648\u0644\u0631 \u0627\u0633\u06d2 \u0644\u0648\u0688 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0633\u06d2 \u0686\u0644\u0627\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 \u0622\u0624\u0679 \u067e\u0679 \u06a9\u0648 \u0688\u0633\u06a9 \u067e\u0631 \u0644\u06a9\u06be\u062a\u0627 \u06c1\u06d2\u06d4<\/p>\n<p>\u06cc\u06c1 \u06c1\u0644\u06a9\u06d2 \u0648\u0632\u0646 \u06a9\u06d2 \u0645\u0642\u0627\u0645\u06cc \u0622\u0679\u0648\u0645\u06cc\u0634\u0646 \u06a9\u06d2 \u0644\u06cc\u06d2 \u0627\u06cc\u06a9 \u0628\u06c1\u062a\u0631\u06cc\u0646 \u0648\u0631\u06a9 \u0641\u0644\u0648 \u0641\u0631\u0627\u06c1\u0645 \u06a9\u0631\u062a\u0627 \u06c1\u06d2\u06d4 \u0646\u06cc\u0627 \u0627\u06cc\u062c\u0646\u0679 \u0634\u0627\u0645\u0644 \u06a9\u0631\u0646\u06d2 \u06a9\u06d2 \u0644\u06cc\u06d2\u060c \u0641\u0627\u0626\u0644 \u06a9\u06be\u0648\u0644\u06cc\u06ba\u06d4 <code>agents\/<\/code>\u0634\u06cc\u0688\u0648\u0644\u0631 \u06a9\u0646\u0641\u06cc\u06af\u0631\u06cc\u0634\u0646 \u0645\u06cc\u06ba \u062f\u0648\u0628\u0627\u0631\u06c1 \u062a\u0631\u0645\u06cc\u0645 \u0646\u06c1 \u06a9\u0631\u06cc\u06ba\u06d4 \u0645\u0627\u0688\u0644 \u0627\u0648\u0644\u0627\u0645\u0627 \u06a9\u06d2 \u0630\u0631\u06cc\u0639\u06d2 \u0645\u0642\u0627\u0645\u06cc \u0637\u0648\u0631 \u067e\u0631 \u0686\u0644\u062a\u06d2 \u06c1\u06cc\u06ba\u060c \u0622\u0624\u0679 \u067e\u0679 \u0622\u067e \u06a9\u06d2 \u06a9\u0645\u067e\u06cc\u0648\u0679\u0631 \u067e\u0631 \u0631\u06c1\u062a\u0627 \u06c1\u06d2\u060c \u0627\u0648\u0631 LLM API \u06a9\u06cc \u06a9\u0648\u0626\u06cc \u0642\u06cc\u0645\u062a \u0646\u06c1\u06cc\u06ba \u06c1\u06d2\u06d4<\/p>\n<p>\u0622\u067e \u06cc\u06c1\u0627\u06ba \u0627\u067e\u0646\u06d2 \u0627\u06cc\u062c\u0646\u0679\u0648\u06ba \u06a9\u0648 \u0634\u0627\u0645\u0644 \u06a9\u0631 \u0633\u06a9\u062a\u06d2 \u06c1\u06cc\u06ba\u06d4 \u06c1\u0648\u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u06cc\u06c1 \u06a9\u0644 \u06a9\u06d2 \u06af\u0679 \u06a9\u0645\u0679 \u06a9\u0627 \u062e\u0644\u0627\u0635\u06c1 \u06c1\u0648\u060c \u06cc\u0627 \u06c1\u0648\u0633\u06a9\u062a\u0627 \u06c1\u06d2 \u06a9\u06c1 \u062f\u0644\u0686\u0633\u067e\u06cc \u06a9\u06d2 \u0630\u062e\u06cc\u0631\u06d2 \u0645\u06cc\u06ba \u0646\u0626\u06cc \u200b\u200b\u0631\u06cc\u0644\u06cc\u0632 \u06a9\u0648 \u062f\u06cc\u06a9\u06be\u0646\u06d2 \u06a9\u0627 \u0679\u0648\u0644 \u06c1\u0648\u06d4 \u06c1\u0631 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