langchain7-crewai.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5b3b1332-6665-44ba-af31-2a1ffa5bcacb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple\n",
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      "Installing collected packages: sortedcontainers, ratelimiter, docx2txt, brotli, wsproto, smmap, semver, pytube, pysocks, pypdf, pyjwt, pycryptodomex, pyarrow, py, pulsar-client, pluggy, outcome, nodeenv, mutagen, iniconfig, deprecation, yt_dlp, youtube-transcript-api, trio, tiktoken, retry, pytest, pyright, pynacl, pylance, gitdb, cryptography, trio-websocket, lancedb, gitpython, selenium, PyGithub, langchain-openai, chromadb, embedchain, crewai-tools\n",
      "  Attempting uninstall: pypdf\n",
      "    Found existing installation: pypdf 4.2.0\n",
      "    Uninstalling pypdf-4.2.0:\n",
      "      Successfully uninstalled pypdf-4.2.0\n",
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      "    Found existing installation: tiktoken 0.7.0\n",
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      "      Successfully uninstalled tiktoken-0.7.0\n",
      "  Attempting uninstall: langchain-openai\n",
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      "    Found existing installation: embedchain 0.1.104\n",
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      "Successfully installed PyGithub-1.59.1 brotli-1.1.0 chromadb-0.4.24 crewai-tools-0.2.6 cryptography-42.0.7 deprecation-2.1.0 docx2txt-0.8 embedchain-0.1.102 gitdb-4.0.11 gitpython-3.1.43 iniconfig-2.0.0 lancedb-0.5.7 langchain-openai-0.0.5 mutagen-1.47.0 nodeenv-1.8.0 outcome-1.3.0.post0 pluggy-1.5.0 pulsar-client-3.5.0 py-1.11.0 pyarrow-16.1.0 pycryptodomex-3.20.0 pyjwt-2.8.0 pylance-0.9.18 pynacl-1.5.0 pypdf-3.17.4 pyright-1.1.364 pysocks-1.7.1 pytest-8.2.1 pytube-15.0.0 ratelimiter-1.2.0.post0 retry-0.9.2 selenium-4.21.0 semver-3.0.2 smmap-5.0.1 sortedcontainers-2.4.0 tiktoken-0.5.2 trio-0.25.1 trio-websocket-0.11.1 wsproto-1.2.0 youtube-transcript-api-0.6.2 yt_dlp-2023.12.30\n"
     ]
    }
   ],
   "source": [
    "# 安装langchain\n",
    "!pip install crewai\n",
    "!pip install crewai[tools]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3e02dd31-5243-43d7-aaab-0454d962d8eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 引入包\n",
    "from langchain.chat_models import ChatOpenAI\n",
    "from crewai import Agent, Task, Crew, Process\n",
    "from crewai_tools import BaseTool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0f2d58c6-034e-4021-90a5-440c41ec6a48",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-05-27 11:46:12,063 - 140123097490624 - __init__.py-__init__:518 - WARNING: Overriding of current TracerProvider is not allowed\n",
      "2024-05-27 11:46:12,108 - 140123097490624 - manager.py-manager:282 - WARNING: Error in TokenCalcHandler.on_llm_start callback: ValueError(\"Unknown encoding o200k_base. Plugins found: ['tiktoken_ext.openai_public']\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-05-27 11:46:14,126 - 140123097490624 - manager.py-manager:282 - WARNING: Error in TokenCalcHandler.on_llm_start callback: ValueError(\"Unknown encoding o200k_base. Plugins found: ['tiktoken_ext.openai_public']\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3m我需要研究AI技术的最新趋势，并总结关键趋势、机会和潜在风险。为了完成这项任务，我需要收集和分析相关信息。首先，我将使用SimpleTextTool来获取一些预定义的文本，看看是否有关于AI技术趋势的相关信息。\n",
      "\n",
      "Action: SimpleTextTool\n",
      "Action Input: {\"argument\": \"AI技术的最新趋势\"}\n",
      "\u001b[0m\u001b[95m \n",
      "\n",
      "Predefined text for AI技术的最新趋势\n",
      "\u001b[00m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-05-27 11:46:16,167 - 140123097490624 - manager.py-manager:282 - WARNING: Error in TokenCalcHandler.on_llm_start callback: ValueError(\"Unknown encoding o200k_base. Plugins found: ['tiktoken_ext.openai_public']\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3mThought: SimpleTextTool没有提供具体的预定义文本内容，因此我需要向写手同事委派任务，让他们帮助我撰写一份关于AI技术最新趋势的报告。\n",
      "\n",
      "Action: Delegate work to co-worker\n",
      "Action Input: {\"task\": \"撰写一份关于AI技术最新趋势的报告\", \"context\": \"我们需要一份关于AI技术的最新趋势的报告。报告应总结关键趋势、机会和潜在风险。请确保报告分为三段，每段分别讨论一个方面。\", \"coworker\": \"写手\"}\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-05-27 11:46:17,619 - 140123097490624 - manager.py-manager:282 - WARNING: Error in TokenCalcHandler.on_llm_start callback: ValueError(\"Unknown encoding o200k_base. Plugins found: ['tiktoken_ext.openai_public']\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3m我需要撰写一份关于AI技术最新趋势的报告，报告应总结关键趋势、机会和潜在风险，并分为三段，每段分别讨论一个方面。首先，我需要获取一些关于AI技术趋势的预定义文本。\n",
      "\n",
      "Action: SimpleTextTool\n",
      "Action Input: {\"argument\": \"AI技术的关键趋势\"}\n",
      "\u001b[0m\u001b[95m \n",
      "\n",
      "Predefined text for AI技术的关键趋势\n",
      "\u001b[00m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-05-27 11:46:18,743 - 140123097490624 - manager.py-manager:282 - WARNING: Error in TokenCalcHandler.on_llm_start callback: ValueError(\"Unknown encoding o200k_base. Plugins found: ['tiktoken_ext.openai_public']\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3mThought: 我已经获得了关于AI技术关键趋势的预定义文本。接下来，我需要获取关于AI技术机会的预定义文本。\n",
      "\n",
      "Action: SimpleTextTool\n",
      "Action Input: {\"argument\": \"AI技术的机会\"}\n",
      "\u001b[0m\u001b[95m \n",
      "\n",
      "Predefined text for AI技术的机会\n",
      "\u001b[00m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-05-27 11:46:22,020 - 140123097490624 - manager.py-manager:282 - WARNING: Error in TokenCalcHandler.on_llm_start callback: ValueError(\"Unknown encoding o200k_base. Plugins found: ['tiktoken_ext.openai_public']\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3mThought: 我已经获得了关于AI技术关键趋势和机会的预定义文本。接下来，我需要获取关于AI技术潜在风险的预定义文本。\n",
      "\n",
      "Action: SimpleTextTool\n",
      "Action Input: {\"argument\": \"AI技术的潜在风险\"}\n",
      "\u001b[0m\u001b[95m \n",
      "\n",
      "Predefined text for AI技术的潜在风险\n",
      "\u001b[00m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-05-27 11:46:31,447 - 140123097490624 - manager.py-manager:282 - WARNING: Error in TokenCalcHandler.on_llm_start callback: ValueError(\"Unknown encoding o200k_base. Plugins found: ['tiktoken_ext.openai_public']\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3mThought: 我已经获得了关于AI技术关键趋势、机会和潜在风险的预定义文本。现在，我将这些信息整合成一份完整的报告。\n",
      "\n",
      "Final Answer: \n",
      "\n",
      "**AI技术最新趋势报告**\n",
      "\n",
      "**1. 关键趋势**\n",
      "当前，AI技术正以惊人的速度发展，以下是一些关键趋势：\n",
      "- **深度学习和神经网络**：深度学习和神经网络在图像识别、自然语言处理和语音识别等领域取得了显著进展。越来越多的企业开始采用这些技术来提高产品和服务的智能化水平。\n",
      "- **自动化和机器人技术**：AI驱动的自动化和机器人技术正在改变制造业、物流和医疗等行业。自动化系统不仅提高了生产效率，还减少了人为错误。\n",
      "- **边缘计算和物联网**：随着物联网设备的普及，边缘计算成为了AI发展的重要趋势。通过在设备本地处理数据，边缘计算可以显著降低延迟，提高数据处理效率。\n",
      "\n",
      "**2. 机会**\n",
      "AI技术的发展为各行各业带来了诸多机会：\n",
      "- **个性化服务**：AI可以分析用户行为和偏好，提供高度个性化的产品和服务。例如，电商平台可以根据用户的浏览和购买记录推荐商品，从而提高销售额。\n",
      "- **医疗保健**：AI在医疗影像分析、疾病预测和个性化治疗等方面展现出巨大潜力。通过早期诊断和精准治疗，AI有望显著改善患者的治疗效果。\n",
      "- **金融科技**：AI在风险评估、欺诈检测和智能投顾等领域的应用，正在重塑金融行业。通过提高数据分析能力，AI可以帮助金融机构更好地管理风险和优化投资组合。\n",
      "\n",
      "**3. 潜在风险**\n",
      "尽管AI技术带来了诸多机遇，但也存在一些潜在风险：\n",
      "- **隐私和安全**：AI系统需要大量数据来训练和运行，这引发了对数据隐私和安全的担忧。如何保护用户数据不被滥用，成为了一个亟待解决的问题。\n",
      "- **就业影响**：随着自动化程度的提高，某些职业可能会被AI取代，导致失业率上升。社会需要制定相应的政策，帮助受影响的劳动者转型。\n",
      "- **伦理和偏见**：AI系统可能会在决策过程中引入偏见，导致不公平的结果。例如，基于历史数据训练的AI模型可能会在招聘或贷款审批中歧视某些群体。因此，确保AI系统的公平性和透明度至关重要。\n",
      "\n",
      "综上所述，AI技术的发展既充满机遇，也伴随着挑战。我们需要在推动技术进步的同时，积极应对潜在风险，确保AI技术能够造福全人类。\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[95m \n",
      "\n",
      "**AI技术最新趋势报告**\n",
      "\n",
      "**1. 关键趋势**\n",
      "当前，AI技术正以惊人的速度发展，以下是一些关键趋势：\n",
      "- **深度学习和神经网络**：深度学习和神经网络在图像识别、自然语言处理和语音识别等领域取得了显著进展。越来越多的企业开始采用这些技术来提高产品和服务的智能化水平。\n",
      "- **自动化和机器人技术**：AI驱动的自动化和机器人技术正在改变制造业、物流和医疗等行业。自动化系统不仅提高了生产效率，还减少了人为错误。\n",
      "- **边缘计算和物联网**：随着物联网设备的普及，边缘计算成为了AI发展的重要趋势。通过在设备本地处理数据，边缘计算可以显著降低延迟，提高数据处理效率。\n",
      "\n",
      "**2. 机会**\n",
      "AI技术的发展为各行各业带来了诸多机会：\n",
      "- **个性化服务**：AI可以分析用户行为和偏好，提供高度个性化的产品和服务。例如，电商平台可以根据用户的浏览和购买记录推荐商品，从而提高销售额。\n",
      "- **医疗保健**：AI在医疗影像分析、疾病预测和个性化治疗等方面展现出巨大潜力。通过早期诊断和精准治疗，AI有望显著改善患者的治疗效果。\n",
      "- **金融科技**：AI在风险评估、欺诈检测和智能投顾等领域的应用，正在重塑金融行业。通过提高数据分析能力，AI可以帮助金融机构更好地管理风险和优化投资组合。\n",
      "\n",
      "**3. 潜在风险**\n",
      "尽管AI技术带来了诸多机遇，但也存在一些潜在风险：\n",
      "- **隐私和安全**：AI系统需要大量数据来训练和运行，这引发了对数据隐私和安全的担忧。如何保护用户数据不被滥用，成为了一个亟待解决的问题。\n",
      "- **就业影响**：随着自动化程度的提高，某些职业可能会被AI取代，导致失业率上升。社会需要制定相应的政策，帮助受影响的劳动者转型。\n",
      "- **伦理和偏见**：AI系统可能会在决策过程中引入偏见，导致不公平的结果。例如，基于历史数据训练的AI模型可能会在招聘或贷款审批中歧视某些群体。因此，确保AI系统的公平性和透明度至关重要。\n",
      "\n",
      "综上所述，AI技术的发展既充满机遇，也伴随着挑战。我们需要在推动技术进步的同时，积极应对潜在风险，确保AI技术能够造福全人类。\n",
      "\u001b[00m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-05-27 11:46:40,960 - 140123097490624 - manager.py-manager:282 - WARNING: Error in TokenCalcHandler.on_llm_start callback: ValueError(\"Unknown encoding o200k_base. Plugins found: ['tiktoken_ext.openai_public']\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3mFinal Answer: **AI技术最新趋势报告**\n",
      "\n",
      "**1. 关键趋势**\n",
      "当前，AI技术正以惊人的速度发展，以下是一些关键趋势：\n",
      "- **深度学习和神经网络**：深度学习和神经网络在图像识别、自然语言处理和语音识别等领域取得了显著进展。越来越多的企业开始采用这些技术来提高产品和服务的智能化水平。\n",
      "- **自动化和机器人技术**：AI驱动的自动化和机器人技术正在改变制造业、物流和医疗等行业。自动化系统不仅提高了生产效率，还减少了人为错误。\n",
      "- **边缘计算和物联网**：随着物联网设备的普及，边缘计算成为了AI发展的重要趋势。通过在设备本地处理数据，边缘计算可以显著降低延迟，提高数据处理效率。\n",
      "\n",
      "**2. 机会**\n",
      "AI技术的发展为各行各业带来了诸多机会：\n",
      "- **个性化服务**：AI可以分析用户行为和偏好，提供高度个性化的产品和服务。例如，电商平台可以根据用户的浏览和购买记录推荐商品，从而提高销售额。\n",
      "- **医疗保健**：AI在医疗影像分析、疾病预测和个性化治疗等方面展现出巨大潜力。通过早期诊断和精准治疗，AI有望显著改善患者的治疗效果。\n",
      "- **金融科技**：AI在风险评估、欺诈检测和智能投顾等领域的应用，正在重塑金融行业。通过提高数据分析能力，AI可以帮助金融机构更好地管理风险和优化投资组合。\n",
      "\n",
      "**3. 潜在风险**\n",
      "尽管AI技术带来了诸多机遇，但也存在一些潜在风险：\n",
      "- **隐私和安全**：AI系统需要大量数据来训练和运行，这引发了对数据隐私和安全的担忧。如何保护用户数据不被滥用，成为了一个亟待解决的问题。\n",
      "- **就业影响**：随着自动化程度的提高，某些职业可能会被AI取代，导致失业率上升。社会需要制定相应的政策，帮助受影响的劳动者转型。\n",
      "- **伦理和偏见**：AI系统可能会在决策过程中引入偏见，导致不公平的结果。例如，基于历史数据训练的AI模型可能会在招聘或贷款审批中歧视某些群体。因此，确保AI系统的公平性和透明度至关重要。\n",
      "\n",
      "综上所述，AI技术的发展既充满机遇，也伴随着挑战。我们需要在推动技术进步的同时，积极应对潜在风险，确保AI技术能够造福全人类。\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-05-27 11:46:43,235 - 140123097490624 - manager.py-manager:282 - WARNING: Error in TokenCalcHandler.on_llm_start callback: ValueError(\"Unknown encoding o200k_base. Plugins found: ['tiktoken_ext.openai_public']\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3m我需要将研究报告中的关键信息转化为一篇引人入胜且通俗易懂的文章。首先，我需要一个引人入胜的开头来吸引读者的注意力。\n",
      "\n",
      "Action: SimpleTextTool\n",
      "Action Input: {\"string\": \"AI技术正在以惊人的速度改变我们的世界，从图像识别到自动化系统，AI的应用无处不在。让我们一起来探讨一下当前AI技术的最新趋势、机遇和潜在风险。\"}\n",
      "\u001b[0m\u001b[91m \n",
      "\n",
      "I encountered an error while trying to use the tool. This was the error: MyCustomTool._run() got an unexpected keyword argument 'string'.\n",
      " Tool SimpleTextTool accepts these inputs: SimpleTextTool(argument: 'string') - A tool that provides predefined text.\n",
      "\u001b[00m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-05-27 11:46:46,531 - 140123097490624 - manager.py-manager:282 - WARNING: Error in TokenCalcHandler.on_llm_start callback: ValueError(\"Unknown encoding o200k_base. Plugins found: ['tiktoken_ext.openai_public']\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3mThought: 我需要将研究报告中的关键信息转化为一篇引人入胜且通俗易懂的文章。首先，我需要一个引人入胜的开头来吸引读者的注意力。接下来，我将根据报告的内容撰写四段文章，分别介绍AI技术的关键趋势、机会、潜在风险以及总结。\n",
      "\n",
      "Action: SimpleTextTool\n",
      "Action Input: {\"argument\": \"AI技术正在以惊人的速度改变我们的世界，从图像识别到自动化系统，AI的应用无处不在。让我们一起来探讨一下当前AI技术的最新趋势、机遇和潜在风险。\"}\n",
      "\u001b[0m\u001b[95m \n",
      "\n",
      "Predefined text for AI技术正在以惊人的速度改变我们的世界，从图像识别到自动化系统，AI的应用无处不在。让我们一起来探讨一下当前AI技术的最新趋势、机遇和潜在风险。\n",
      "\u001b[00m\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-05-27 11:46:55,326 - 140123097490624 - manager.py-manager:282 - WARNING: Error in TokenCalcHandler.on_llm_start callback: ValueError(\"Unknown encoding o200k_base. Plugins found: ['tiktoken_ext.openai_public']\")\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3m\u001b[0m\u001b[32;1m\u001b[1;3mThought: 我现在可以给出一个很好的答案。\n",
      "\n",
      "Final Answer: \n",
      "\n",
      "AI技术正在以惊人的速度改变我们的世界，从图像识别到自动化系统，AI的应用无处不在。让我们一起来探讨一下当前AI技术的最新趋势、机遇和潜在风险。\n",
      "\n",
      "首先，深度学习和神经网络在图像识别、自然语言处理和语音识别等领域取得了显著进展。越来越多的企业开始采用这些技术来提高产品和服务的智能化水平。此外，AI驱动的自动化和机器人技术正在改变制造业、物流和医疗等行业。自动化系统不仅提高了生产效率，还减少了人为错误。随着物联网设备的普及，边缘计算成为了AI发展的重要趋势。通过在设备本地处理数据，边缘计算可以显著降低延迟，提高数据处理效率。\n",
      "\n",
      "AI技术的发展为各行各业带来了诸多机会。首先，AI可以分析用户行为和偏好，提供高度个性化的产品和服务。例如，电商平台可以根据用户的浏览和购买记录推荐商品，从而提高销售额。在医疗保健领域，AI在医疗影像分析、疾病预测和个性化治疗等方面展现出巨大潜力。通过早期诊断和精准治疗，AI有望显著改善患者的治疗效果。金融科技领域，AI在风险评估、欺诈检测和智能投顾等方面的应用，正在重塑金融行业。通过提高数据分析能力，AI可以帮助金融机构更好地管理风险和优化投资组合。\n",
      "\n",
      "尽管AI技术带来了诸多机遇，但也存在一些潜在风险。首先，AI系统需要大量数据来训练和运行，这引发了对数据隐私和安全的担忧。如何保护用户数据不被滥用，成为了一个亟待解决的问题。随着自动化程度的提高，某些职业可能会被AI取代，导致失业率上升。社会需要制定相应的政策，帮助受影响的劳动者转型。此外，AI系统可能会在决策过程中引入偏见，导致不公平的结果。例如，基于历史数据训练的AI模型可能会在招聘或贷款审批中歧视某些群体。因此，确保AI系统的公平性和透明度至关重要。\n",
      "\n",
      "综上所述，AI技术的发展既充满机遇，也伴随着挑战。我们需要在推动技术进步的同时，积极应对潜在风险，确保AI技术能够造福全人类。\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "AI技术正在以惊人的速度改变我们的世界，从图像识别到自动化系统，AI的应用无处不在。让我们一起来探讨一下当前AI技术的最新趋势、机遇和潜在风险。\n",
      "\n",
      "首先，深度学习和神经网络在图像识别、自然语言处理和语音识别等领域取得了显著进展。越来越多的企业开始采用这些技术来提高产品和服务的智能化水平。此外，AI驱动的自动化和机器人技术正在改变制造业、物流和医疗等行业。自动化系统不仅提高了生产效率，还减少了人为错误。随着物联网设备的普及，边缘计算成为了AI发展的重要趋势。通过在设备本地处理数据，边缘计算可以显著降低延迟，提高数据处理效率。\n",
      "\n",
      "AI技术的发展为各行各业带来了诸多机会。首先，AI可以分析用户行为和偏好，提供高度个性化的产品和服务。例如，电商平台可以根据用户的浏览和购买记录推荐商品，从而提高销售额。在医疗保健领域，AI在医疗影像分析、疾病预测和个性化治疗等方面展现出巨大潜力。通过早期诊断和精准治疗，AI有望显著改善患者的治疗效果。金融科技领域，AI在风险评估、欺诈检测和智能投顾等方面的应用，正在重塑金融行业。通过提高数据分析能力，AI可以帮助金融机构更好地管理风险和优化投资组合。\n",
      "\n",
      "尽管AI技术带来了诸多机遇，但也存在一些潜在风险。首先，AI系统需要大量数据来训练和运行，这引发了对数据隐私和安全的担忧。如何保护用户数据不被滥用，成为了一个亟待解决的问题。随着自动化程度的提高，某些职业可能会被AI取代，导致失业率上升。社会需要制定相应的政策，帮助受影响的劳动者转型。此外，AI系统可能会在决策过程中引入偏见，导致不公平的结果。例如，基于历史数据训练的AI模型可能会在招聘或贷款审批中歧视某些群体。因此，确保AI系统的公平性和透明度至关重要。\n",
      "\n",
      "综上所述，AI技术的发展既充满机遇，也伴随着挑战。我们需要在推动技术进步的同时，积极应对潜在风险，确保AI技术能够造福全人类。\n"
     ]
    }
   ],
   "source": [
    "from langchain.chat_models import ChatOpenAI\n",
    "\n",
    "def get_ChatOpenAI(model_name='gpt-4o', temperature=0.0, max_tokens=None):\n",
    "    return ChatOpenAI()\n",
    "\n",
    "# 创建自定义工具\n",
    "class MyCustomTool(BaseTool):\n",
    "    name: str = \"SimpleTextTool\"\n",
    "    description: str = \"A tool that provides predefined text.\"\n",
    "\n",
    "    def _run(self, argument: str) -> str:\n",
    "        return f\"Predefined text for {argument}\"\n",
    "\n",
    "# 创建自定义工具实例\n",
    "simple_text_tool = MyCustomTool()\n",
    "# 创建研究员代理人\n",
    "researcher = Agent(\n",
    "    role='高级研究员',\n",
    "    goal='研究科技新趋势',\n",
    "    verbose=True,\n",
    "    memory=True,\n",
    "    backstory=(\n",
    "        \"你是一位专注于发现最新科技趋势和进步的研究员。\"\n",
    "    ),\n",
    "    tools=[simple_text_tool],\n",
    "    allow_delegation=True,\n",
    "    llm=get_ChatOpenAI()\n",
    ")\n",
    "\n",
    "# 创建写手代理人\n",
    "writer = Agent(\n",
    "    role='写手',\n",
    "    goal='撰写引人入胜的科技文章',\n",
    "    verbose=True,\n",
    "    memory=True,\n",
    "    backstory=(\n",
    "        \"你擅长写作，能够将复杂的信息转化为通俗易懂且引人入胜的文章。\"\n",
    "    ),\n",
    "    tools=[simple_text_tool],\n",
    "    allow_delegation=False,\n",
    "    llm=get_ChatOpenAI()\n",
    ")\n",
    "\n",
    "# 定义研究任务\n",
    "research_task = Task(\n",
    "    description=(\n",
    "        \"研究AI技术的最新趋势。\"\n",
    "        \"你的最终报告应总结关键趋势、机会和潜在风险。\"\n",
    "    ),\n",
    "    expected_output='一份关于AI技术趋势的三段报告。',\n",
    "    tools=[simple_text_tool],\n",
    "    agent=researcher,\n",
    ")\n",
    "\n",
    "# 定义写作任务\n",
    "write_task = Task(\n",
    "    description=(\n",
    "        \"根据研究报告撰写文章。\"\n",
    "        \"文章应信息丰富、引人入胜，并适合普通读者。\"\n",
    "    ),\n",
    "    expected_output='一篇关于AI技术趋势的四段文章。',\n",
    "    tools=[simple_text_tool],\n",
    "    agent=writer,\n",
    "    async_execution=False,\n",
    "    output_file='博客文章.md'  # 输出文件\n",
    ")\n",
    "\n",
    "# 组建团队\n",
    "crew = Crew(\n",
    "    agents=[researcher, writer],\n",
    "    tasks=[research_task, write_task],\n",
    "    process=Process.sequential  # 顺序执行任务\n",
    ")\n",
    "\n",
    "# 启动任务\n",
    "result = crew.kickoff(inputs={'topic': '医疗领域的AI'})\n",
    "print(result)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4f9b7f3d-963d-4dbc-a47b-61b0eff1dfd4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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