autogen/notebook/agentchats_sequential_chats.ipynb

{
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   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
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    }
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   "source": [
    "# Solving Multiple Tasks in a Sequence of Chats with Different Conversable Agent Pairs\n",
    "\n",
    "This notebook showcases how to use the new chat interface `autogen.initiate_chats` to solve a set of tasks with a sequence of chats. \n",
    "\n",
    "\\:\\:\\:info Requirements\n",
    "\n",
    "Install `autogen-agentchat`:\n",
    "```bash\n",
    "pip install autogen-agentchat~=0.2\n",
    "```\n",
    "\n",
    "For more information, please refer to the [installation guide](/docs/installation/).\n",
    "\n",
    "\\:\\:\\:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import autogen\n",
    "\n",
    "config_list = autogen.config_list_from_json(env_or_file=\"OAI_CONFIG_LIST\")\n",
    "llm_config = {\"config_list\": config_list}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\\:\\:\\:tip\n",
    "\n",
    "Learn more about the various ways to configure LLM endpoints [here](/docs/topics/llm_configuration).\n",
    "\n",
    "\\:\\:\\:"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example Tasks\n",
    "Below are three example tasks, with each task being a string of text describing the request. The completion of later tasks requires or benefits from the results of previous tasks.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "financial_tasks = [\n",
    "    \"\"\"What are the current stock prices of NVDA and TESLA, and how is the performance over the past month in terms of percentage change?\"\"\",\n",
    "    \"\"\"Investigate possible reasons of the stock performance leveraging market news.\"\"\",\n",
    "]\n",
    "\n",
    "writing_tasks = [\"\"\"Develop an engaging blog post using any information provided.\"\"\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 1: Solve tasks with a series of chats\n",
    "\n",
    "The `autogen.initiate_chats` interface can take a list of dictionaries as inputs. Each dictionary preserves the following fields: \n",
    "\n",
    "- `sender`: a conversable agent as the sender;\n",
    "- `recipient`: a conversable agent as the recipient;\n",
    "- `message`: is a string of text (typically a message containing the task) or a callable;\n",
    "- `summary_method`: A string or a callable to get a summary from the chat. Currently supported choices include `last_msg`, which takes the last message from the chat history as the summary, and `reflection_with_llm`, which uses an LLM call to reflect on the chat history and summarize a takeaway;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[34mStart a new chat with the following message: \n",
      "What are the current stock prices of NVDA and TESLA, and how is the performance over the past month in terms of percentage change?\n",
      "\n",
      "With the following carryover: \n",
      "\u001b[0m\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[33mUser_Proxy_Auto\u001b[0m (to Financial_assistant):\n",
      "\n",
      "What are the current stock prices of NVDA and TESLA, and how is the performance over the past month in terms of percentage change?\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mFinancial_assistant\u001b[0m (to User_Proxy_Auto):\n",
      "\n",
      "To get the current stock prices of NVDA (NVIDIA Corporation) and TSLA (Tesla, Inc.), along with their performance over the past month in terms of percentage change, we can use a Python library like `yfinance`. This library allows downloading of historical market data from Yahoo Finance.\n",
      "\n",
      "Let's proceed in the following steps:\n",
      "\n",
      "1. I will provide you a Python script that utilizes the `yfinance` library to fetch the current stock prices and historical data for the past month for both NVDA and TSLA.\n",
      "2. The script will then calculate the percentage change in the stock prices over the past month.\n",
      "\n",
      "Please make sure that you have `yfinance` installed in your Python environment before running the script. You can install it using `pip install yfinance`.\n",
      "\n",
      "Here is the Python code to execute:\n",
      "\n",
      "```python\n",
      "# filename: stock_info.py\n",
      "import yfinance as yf\n",
      "from datetime import datetime, timedelta\n",
      "\n",
      "# Function to get current stock price\n",
      "def get_stock_price(stock_ticker):\n",
      "    stock = yf.Ticker(stock_ticker)\n",
      "    todays_data = stock.history(period='1d')\n",
      "    return todays_data['Close'][0]\n",
      "\n",
      "# Function to calculate percentage change over the past month\n",
      "def get_percentage_change(stock_ticker):\n",
      "    stock = yf.Ticker(stock_ticker)\n",
      "    end_date = datetime.now()\n",
      "    start_date = end_date - timedelta(days=30)\n",
      "    historical_data = stock.history(start=start_date, end=end_date)\n",
      "    price_end = historical_data['Close'][-1]\n",
      "    price_start = historical_data['Close'][0]\n",
      "    percent_change = ((price_end - price_start)/price_start) * 100\n",
      "    return percent_change\n",
      "\n",
      "# Getting the current price and performance for NVDA and TSLA\n",
      "nvda_price = get_stock_price('NVDA')\n",
      "tesla_price = get_stock_price('TSLA')\n",
      "nvda_change = get_percentage_change('NVDA')\n",
      "tesla_change = get_percentage_change('TSLA')\n",
      "\n",
      "# Output the results\n",
      "print(f\"NVDA (NVIDIA Corporation) stock price: ${nvda_price:.2f}\")\n",
      "print(f\"TESLA (Tesla, Inc.) stock price: ${tesla_price:.2f}\")\n",
      "print(f\"NVDA percentage change over past month: {nvda_change:.2f}%\")\n",
      "print(f\"TESLA percentage change over past month: {tesla_change:.2f}%\")\n",
      "```\n",
      "\n",
      "Please run this script in your environment and share with me the output. I'll then verify the information.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[31m\n",
      ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n",
      "\u001b[33mUser_Proxy_Auto\u001b[0m (to Financial_assistant):\n",
      "\n",
      "exitcode: 0 (execution succeeded)\n",
      "Code output: \n",
      "NVDA (NVIDIA Corporation) stock price: $732.36\n",
      "TESLA (Tesla, Inc.) stock price: $200.46\n",
      "NVDA percentage change over past month: 30.65%\n",
      "TESLA percentage change over past month: -7.00%\n",
      "\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mFinancial_assistant\u001b[0m (to User_Proxy_Auto):\n",
      "\n",
      "Great! According to the executed script, the current stock price for NVIDIA Corporation (NVDA) is $732.36, with a positive percentage change of 30.65% over the past month, indicating notable growth. Meanwhile, Tesla, Inc. (TSLA) has a current stock price of $200.46, but it has experienced a negative percentage change of -7.00% over the past month, indicating a decrease in its value.\n",
      "\n",
      "It seems that NVIDIA has had a particularly strong performance over the past month, while Tesla has seen a decline in its stock price. Keep in mind that the stock market can be influenced by a wide array of factors, including but not limited to company performance, industry shifts, market trends, and global economic conditions.\n",
      "\n",
      "Please ensure to verify these figures with real-time data or additional financial news sources to get the most up-to-date information, as the stock market is volatile and prices can change rapidly.\n",
      "\n",
      "If you need any further assistance or have additional questions, feel free to ask. Otherwise, that concludes our task.\n",
      "TERMINATE\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[34mStart a new chat with the following message: \n",
      "Investigate possible reasons of the stock performance leveraging market news.\n",
      "\n",
      "With the following carryover: \n",
      "Great! According to the executed script, the current stock price for NVIDIA Corporation (NVDA) is $732.36, with a positive percentage change of 30.65% over the past month, indicating notable growth. Meanwhile, Tesla, Inc. (TSLA) has a current stock price of $200.46, but it has experienced a negative percentage change of -7.00% over the past month, indicating a decrease in its value.\n",
      "\n",
      "It seems that NVIDIA has had a particularly strong performance over the past month, while Tesla has seen a decline in its stock price. Keep in mind that the stock market can be influenced by a wide array of factors, including but not limited to company performance, industry shifts, market trends, and global economic conditions.\n",
      "\n",
      "Please ensure to verify these figures with real-time data or additional financial news sources to get the most up-to-date information, as the stock market is volatile and prices can change rapidly.\n",
      "\n",
      "If you need any further assistance or have additional questions, feel free to ask. Otherwise, that concludes our task.\n",
      "\u001b[0m\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[33mUser_Proxy_Auto\u001b[0m (to Researcher):\n",
      "\n",
      "Investigate possible reasons of the stock performance leveraging market news.\n",
      "Context: \n",
      "Great! According to the executed script, the current stock price for NVIDIA Corporation (NVDA) is $732.36, with a positive percentage change of 30.65% over the past month, indicating notable growth. Meanwhile, Tesla, Inc. (TSLA) has a current stock price of $200.46, but it has experienced a negative percentage change of -7.00% over the past month, indicating a decrease in its value.\n",
      "\n",
      "It seems that NVIDIA has had a particularly strong performance over the past month, while Tesla has seen a decline in its stock price. Keep in mind that the stock market can be influenced by a wide array of factors, including but not limited to company performance, industry shifts, market trends, and global economic conditions.\n",
      "\n",
      "Please ensure to verify these figures with real-time data or additional financial news sources to get the most up-to-date information, as the stock market is volatile and prices can change rapidly.\n",
      "\n",
      "If you need any further assistance or have additional questions, feel free to ask. Otherwise, that concludes our task.\n",
      "\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mResearcher\u001b[0m (to User_Proxy_Auto):\n",
      "\n",
      "To investigate the possible reasons for the stock performance of NVIDIA (NVDA) and Tesla (TSLA), we can gather recent market news related to these companies. This may provide insights into any events or announcements that could have influenced investor sentiment and thus the stock price. \n",
      "\n",
      "I will now write a Python script to search for recent news articles for both NVDA and TSLA using a web scraping library. Please note that this script will return the latest publicly available news gathered from news websites that provide RSS feeds or have structured data appropriate for scraping. For more in-depth analysis, professional financial services or databases like Bloomberg Terminal would be more suitable, though these often require subscriptions. \n",
      "\n",
      "Let's proceed with the Python code to fetch recent news headlines for both companies:\n",
      "\n",
      "```python\n",
      "# filename: fetch_stock_news.py\n",
      "import requests\n",
      "from bs4 import BeautifulSoup\n",
      "\n",
      "# Define the URLs of the news sources you want to scrape\n",
      "# As an example, I'm using Google News RSS feed URLs for NVIDIA and Tesla.\n",
      "# You can change these URLs to any other news source that you prefer.\n",
      "nvidia_news_url = \"https://news.google.com/rss/search?q=NVIDIA+NVDA+when:7d&hl=en-US&gl=US&ceid=US:en\"\n",
      "tesla_news_url = \"https://news.google.com/rss/search?q=Tesla+TSLA+when:7d&hl=en-US&gl=US&ceid=US:en\"\n",
      "\n",
      "def fetch_news(url):\n",
      "    # Send a request to the URL\n",
      "    response = requests.get(url)\n",
      "    \n",
      "    # Check if the request was successful\n",
      "    if response.status_code != 200:\n",
      "        raise Exception(f\"Request to {url} failed with status code {response.status_code}\")\n",
      "    \n",
      "    # Parse HTML content\n",
      "    soup = BeautifulSoup(response.content, features='xml')\n",
      "    articles = soup.find_all('item')\n",
      "\n",
      "    # Extract news titles\n",
      "    news_headlines = [article.title.text for article in articles]\n",
      "\n",
      "    return news_headlines\n",
      "\n",
      "def main():\n",
      "    # Fetch news for NVIDIA\n",
      "    print(\"Recent NVIDIA (NVDA) News Headlines:\")\n",
      "    try:\n",
      "        nvidia_news = fetch_news(nvidia_news_url)\n",
      "        for idx, headline in enumerate(nvidia_news, 1):\n",
      "            print(f\"{idx}. {headline}\")\n",
      "    except Exception as e:\n",
      "        print(f\"An error occurred while fetching NVIDIA news: {e}\")\n",
      "\n",
      "    print(\"\\n\")  # Add a newline for better readability\n",
      "\n",
      "    # Fetch news for Tesla\n",
      "    print(\"Recent Tesla (TSLA) News Headlines:\")\n",
      "    try:\n",
      "        tesla_news = fetch_news(tesla_news_url)\n",
      "        for idx, headline in enumerate(tesla_news, 1):\n",
      "            print(f\"{idx}. {headline}\")\n",
      "    except Exception as e:\n",
      "        print(f\"An error occurred while fetching Tesla news: {e}\")\n",
      "\n",
      "if __name__ == \"__main__\":\n",
      "    main()\n",
      "```\n",
      "\n",
      "Please save this script as `fetch_stock_news.py` and run it. After running the script, you will receive the latest news headlines for both NVIDIA and Tesla that might help explain their recent stock performance changes.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[31m\n",
      ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n",
      "\u001b[33mUser_Proxy_Auto\u001b[0m (to Researcher):\n",
      "\n",
      "exitcode: 0 (execution succeeded)\n",
      "Code output: \n",
      "Recent NVIDIA (NVDA) News Headlines:\n",
      "1. Piper Sandler Just Raised Its Nvidia (NVDA) Stock Price Target - InvestorPlace\n",
      "2. Nvidia Bucks Tech Weakness With Earnings Due. Is Nvidia A Buy? - Investor's Business Daily\n",
      "3. Nvidia (NVDA) Earnings Expected to Grow: What to Know Ahead of Next Week's Release - Yahoo Finance\n",
      "4. Nvidia Overtakes Google Parent Alphabet as Third-Largest US Company by Market Value - Investopedia\n",
      "5. Institutional Investors Load Up on Nvidia Stock (NASDAQ:NVDA) in Q4 - TipRanks.com - TipRanks\n",
      "6. Bridgewater increased Nvidia stake more than 450% in Q4 -filings - Reuters.com\n",
      "7. Susquehanna Just Raised Its Nvidia (NVDA) Stock Price Target - InvestorPlace\n",
      "8. Why the Market Dipped But Nvidia (NVDA) Gained Today - Yahoo Finance\n",
      "9. Nvidia Stock Braces For Q4 Earnings Report - Investor's Business Daily\n",
      "10. As earnings loom, Nvidia options traders brace for monster share move - Reuters.com\n",
      "11. In Nvidia We Trust: 3 Reasons to Remain Bullish on NVDA Stock - InvestorPlace\n",
      "12. Is NVIDIA Corporation's (NASDAQ:NVDA) Recent Stock Performance Tethered To Its Strong Fundamentals? - Yahoo Finance\n",
      "13. Mizuho Just Raised Its Price Target on Nvidia (NVDA) Stock - InvestorPlace\n",
      "14. Why Nvidia (NVDA) is a Top Stock for the Long-Term - Yahoo Finance\n",
      "15. Loop Capital Just Raised Its Price Target on Nvidia (NVDA) Stock to $1200 - InvestorPlace\n",
      "16. What To Watch: Nvidia Earnings - Yahoo Finance\n",
      "17. UBS Just Upped Its Nvidia (NVDA) Stock Price Target - InvestorPlace\n",
      "18. Nvidia's investments in these AI companies sent their stocks soaring - Yahoo Finance\n",
      "19. NVDA Stock Alert: Nvidia Is Now the No. 3 Most Valuable Company in the World - InvestorPlace\n",
      "20. The Bull Case for NVDA Stock: How Nvidia Could Be Worth $1600 by 2027 - InvestorPlace\n",
      "21. Go Home, Short Sellers! There's Nothing Holding Nvidia Stock Back. - InvestorPlace\n",
      "22. Nvidia Stock (NASDAQ:NVDA): Analysts Raise Price Targets, Ahead of Q4 Print - TipRanks.com - TipRanks\n",
      "23. Nvidia (NVDA) Stock Passes Alphabet (GOOG), Amazon Market Value - Bloomberg\n",
      "24. Nvidia's Stock Is Overbought. Is It Time to Sell? - TheStreet\n",
      "25. You Missed Out On Nvidia — 7 Stocks Look Better Now, Analysts - Investor's Business Daily\n",
      "26. Exclusive: Nvidia pursues $30 billion custom chip opportunity with new unit - Reuters\n",
      "27. Nvidia hits major milestone as AI hype shifts eyes to earnings - TheStreet\n",
      "28. Nvidia Stock News: NVDA continues into sixth week of consecutive gains - FXStreet\n",
      "29. Nvidia (NVDA) Overtakes Amazon (AMZN) in Market Value Amid Rally - Bloomberg\n",
      "30. Here's How Much a $1,000 Investment in Nvidia Stock 10 Years Ago Would Be Worth Now - Yahoo Finance\n",
      "31. What You Need to Know Ahead of Nvidia's Earnings Report on Wednesday - Investopedia\n",
      "32. If You Like Nvidia, Then You Will Love These 2 Hot AI Stocks - The Motley Fool\n",
      "33. Loop Capital Starts NVIDIA (NVDA) at Buy, Street High $1,200 Target - StreetInsider.com\n",
      "34. Nvidia Stock: Buy Protection Before Earnings (NASDAQ:NVDA) - Seeking Alpha\n",
      "35. Nvidia Stock Overtakes Amazon and Google, but Overvaluation Concerns Linger - TheStreet\n",
      "36. Where Will Nvidia Stock Be in 10 Years? - The Motley Fool\n",
      "37. Will Nvidia Keep Going Up in 2024 as Stock Split Chatter Grows? - Nasdaq\n",
      "38. Is Nvidia Stock Still Undervalued Right Now? - Yahoo Finance\n",
      "39. Nvidia, Meta Drive These 10 Leaders. But They All Face This One Issue. - Investor's Business Daily\n",
      "40. Is NVIDIA Corporation's (NASDAQ:NVDA) Latest Stock Performance A Reflection Of Its Financial Health? - Simply Wall St\n",
      "41. Nvidia Is Betting Big on ARM Stock - InvestorPlace\n",
      "42. 'Wait Before Diving in,' Says Deutsche Bank About Nvidia Stock - TipRanks.com - TipRanks\n",
      "43. How Much $10000 Invested In Nvidia 10 Years Ago Is Worth Now - Investor's Business Daily\n",
      "44. 5 Stocks to Buy to Invest Like Nvidia - InvestorPlace\n",
      "45. Who the Heck Is SoundHound AI and Why Are Nvidia and SoftBank Investors in It? - RealMoney\n",
      "46. Nvidia & Arm: Chip space faces supply issues amid AI demand - Yahoo Finance\n",
      "47. The Next Nvidia? 3 Semiconductor Stocks That Investors Shouldn't Ignore - Markets Insider\n",
      "48. 1 Wall Street Analyst Boosts Nvidia Price Target by 47%: Here's Why They're Right - The Motley Fool\n",
      "49. Magnificent Seven Stocks To Buy And Watch: Tesla Dives On Earnings - Investor's Business Daily\n",
      "50. Why Nvidia (NVDA) is a Top Stock for the Long-Term - Zacks Investment Research\n",
      "51. Nvidia's maiden 13F filing sends AI-focused tech stock soaring - TheStreet\n",
      "52. Nvidia (NVDA) Is Now 3rd Largest in Market Cap: More Upside Left? - Zacks Investment Research\n",
      "53. Analysts unveil new stock price target for Nvidia ahead of earnings - TheStreet\n",
      "54. Nvidia CEO Jensen Huang Believes Meta Platforms Did One of the Greatest Things for the Artificial Intelligence (AI ... - Yahoo Finance\n",
      "55. Is Nvidia Stock Running Into Big Trouble? - Yahoo Finance\n",
      "56. Where Will Nvidia Stock Be in 1 Year? - Yahoo Finance\n",
      "57. Nvidia market cap threatens Alphabet after overtaking Amazon - Reuters\n",
      "58. Monday's top stocks to buy like NVDA - CNBC\n",
      "59. Is Palantir (PLTR) the Next Nvidia (NVDA)? - Cabot Wealth Network\n",
      "60. Nvidia Is Now Worth More Than Berkshire Hathaway, Tesla, and AMD Combined. But Will It Last? - Yahoo Finance\n",
      "61. Nvidia Discloses Stakes In Arm, SoundHound AI, Nano-X - Investor's Business Daily\n",
      "62. Wall Street Legend Stanley Druckenmiller: \"Nvidia Is in Nosebleed Territory\" - Yahoo Finance\n",
      "63. NVIDIA Corp. stock falls Thursday, underperforms market - MarketWatch\n",
      "64. Nvidia Has Invested in Arm Holdings and a Few Other Artificial Intelligence (AI) Stocks -- Should Investors Follow? - The Motley Fool\n",
      "65. As Nvidia Stock Hits $720, Analysts See a Downside of 5%. Is the Stock Overvalued? - TheStreet\n",
      "66. Nvidia Stock: UBS Note Should Raise Alarms (NASDAQ:NVDA) - Seeking Alpha\n",
      "67. Paul Tudor Jones' hedge fund just made a big bet on Nvidia stock - TheStreet\n",
      "68. Going Into Earnings, Is Nvidia Stock a Buy, a Sell, or Fairly Valued? - Morningstar\n",
      "69. In Nvidia We Trust: 3 Reasons to Remain Bullish on NVDA Stock - TradingView\n",
      "70. Stock-Split Watch: Is Nvidia Next? - The Motley Fool\n",
      "71. Is Nvidia Building A Little Galaxy To Take On Tesla In Next AI Push? - Investor's Business Daily\n",
      "72. Can Nvidia Hit $1000 in 2024? The Crazy Answer. - InvestorPlace\n",
      "73. Is Nvidia Stock Still Undervalued Right Now? - The Motley Fool\n",
      "74. Nvidia (NVDA) $560 Billion Rally Has Analysts Racing to Boost Targets - Bloomberg\n",
      "75. Nvidia (NVDA) reportedly to invest $30 billion into custom AI chip manufacturing - Shacknews\n",
      "76. Loop Capital initiates Nvidia coverage with $1,200 price target - Yahoo Finance\n",
      "77. Beyond the Ticker: Nvidia - Yahoo Finance\n",
      "78. 3 Reasons Why Growth Investors Shouldn't Overlook Nvidia (NVDA) - Zacks Investment Research\n",
      "79. Amazon, Alphabet, and Nvidia attract new interest from Wall Street's biggest investors - Yahoo Finance\n",
      "80. Think Nvidia's Stock Price Is Crazy? Maybe Not, According to 1 Wall Street Analyst - The Motley Fool\n",
      "81. Nvidia CEO Huang says countries must build sovereign AI infrastructure - Reuters\n",
      "82. Nvidia (Nvda) Stock Forecast: Is Nvidia Overvalued? - Investment U\n",
      "83. Sell Or Hold Nvidia, Arm, Supermicro Stocks? - Investor's Business Daily\n",
      "84. Curious about Nvidia (NVDA) Q4 Performance? Explore Wall Street Estimates for Key Metrics - Zacks Investment Research\n",
      "85. To Sell or Not to Sell: How to Handle the Inevitable Nvidia Downturn - InvestorPlace\n",
      "86. 3 Reasons Nvidia's Stock Is Still a Must-Buy AI Powerhouse in 2024 - InvestorPlace\n",
      "87. Beamr Imaging (BMR) Stock Soars 800% on Nvidia Partnership - InvestorPlace\n",
      "88. Nano-X stake received by Nvidia as part of 2021 deal, says Cantor Fitzgerald - TipRanks.com - TipRanks\n",
      "89. NVIDIA Hits New High, Price Targets Raised - TradingView\n",
      "90. Nano-X Imaging (NNOX) Stock Soars 50% on Nvidia Investment - InvestorPlace\n",
      "91. NVIDIA Corporation (NVDA) Hit a 52 Week High, Can the Run Continue? - Yahoo Finance UK\n",
      "92. Missed Out on Nvidia? My Best AI Stock to Buy and Hold - The Motley Fool\n",
      "93. Can This Under-the-Radar Tech Stock Disrupt Nvidia? - The Motley Fool\n",
      "94. Wall Street's Next Stock-Split Stocks Are Liable to Be Familiar Names - The Motley Fool\n",
      "95. Nvidia or Intel: Goldman Sachs Chooses the Best Chip Stock to Buy - TipRanks.com - TipRanks\n",
      "96. Nvidia Earnings Are Coming. How to Protect Against a Loss. - Barron's\n",
      "97. Dear NVDA Stock Fans, Mark Your Calendars for Feb. 21 - InvestorPlace\n",
      "98. Nvidia, Fed's Goolsbee, earnings themes: Top Stories - Yahoo Finance\n",
      "99. Nasty Surprise Awaits Those Buying Nvidia - Money Morning\n",
      "100. Nvidia Stock: Strong Market Growth Enables It For 15% Annual Returns (NASDAQ:NVDA) - Seeking Alpha\n",
      "\n",
      "\n",
      "Recent Tesla (TSLA) News Headlines:\n",
      "1. Tesla (TSLA) Stock: Another Reason to Buy The Pullback - Nasdaq\n",
      "2. Tesla (TSLA) Stock Value and Elon Musk's Magnificent Seven AI Rivals - Bloomberg\n",
      "3. Tesla Stock Is Up Again. What's the Latest News. - Barron's\n",
      "4. Big Tesla investors are bearish on the stock over the next 6-12 months, Morgan Stanley's Jonas says - Yahoo Finance\n",
      "5. How to Buy Tesla Stock (TSLA) - NerdWallet\n",
      "6. Altimeter Capital Is Betting Big on Tesla (TSLA) Stock - InvestorPlace\n",
      "7. Analyst weighs in on Tesla stock after short sellers pounce - TheStreet\n",
      "8. Magnificent Seven Stocks To Buy And Watch: Tesla Dives On Earnings - Investor's Business Daily\n",
      "9. Should You Buy Tesla While It's Below $200? - The Motley Fool\n",
      "10. Tesla Was Once About Climate Change, Driverless Cars, AI. Now What? - The Wall Street Journal\n",
      "11. Tesla (TSLA) Courts Chinese EV Suppliers to Mexico, Stoking Fears in DC - Bloomberg\n",
      "12. Tesla: Is Elon Musk actually bad for EV maker's business? - Yahoo Finance\n",
      "13. Tesla Stock Is Falling Again. The CPI Inflation Report Can Take Some Blame. - Barron's\n",
      "14. Tesla unveils latest move to offset demand slump as stock extends slide - TheStreet\n",
      "15. Tesla, BYD Struggle Amid Weak Earnings, Tough EV Climate - Investor's Business Daily\n",
      "16. TSLA Stock Warning: Why Tesla Is at the Start of a Long-Term Decline - InvestorPlace\n",
      "17. Gradual EV adoption in 2024 favors Tesla, GM: Analyst - Yahoo Finance\n",
      "18. Tesla Stock Is Down 26% in 2024. This Number Explains Why. - Barron's\n",
      "19. The Truth About Tesla Stock: Should You Buy Now? - Yahoo Finance\n",
      "20. Cathie Wood Just Keeps Buying More of This Magnificent AI Stock - Yahoo Finance\n",
      "21. 'Barely Any Attempt' From Tesla's Institutional Investors To Argue For Near-Term Bull Case, Says Analyst As ... - Markets Insider\n",
      "22. Tesla investors express bearishness on stock: Morgan Stanley - Yahoo Finance\n",
      "23. Here's Why Cathie Wood Can't Stop Buying This Artificial Intelligence (AI) Stock - The Motley Fool\n",
      "24. Tesla (NASDAQ:TSLA) Slashes Model Y Prices in the U.S. - TipRanks.com - TipRanks\n",
      "25. 'Stay Long and Strong,' Says Daniel Ives About Tesla Stock - TipRanks.com - TipRanks\n",
      "26. Tesla Eyes Indian Market As Government Nears Policy Shift On Import Duties - Yahoo Finance\n",
      "27. Musk's Neuralink switches location of incorporation to Nevada - Reuters\n",
      "28. Musk's Tesla to Texas threat: What investors need to know - Yahoo Finance\n",
      "29. Tesla, Rivian shares slide amid worries of broad EV slowdown - Yahoo Finance\n",
      "30. Is Tesla a Millionaire Maker? - The Motley Fool\n",
      "31. Elon Musk Wanted To Sell Tesla To Apple, But CEO Tim Cook Does Not Recall Ever Speaking To Him - Yahoo Finance\n",
      "32. Elon Musk discloses up to 20.5% stake in Tesla (NASDAQ:TSLA) - Seeking Alpha\n",
      "33. Tesla Shareholders Also Are Frustrated With Delaware’s CEO Pay Decision - Barron's\n",
      "34. Elon Musk discloses 20.5% stake in Tesla - Seeking Alpha\n",
      "35. Tesla Stock Charts Further Gains. Here's the Latest News. - Barron's\n",
      "36. Tesla Stock Could Get Booted From the Mag-7. Buy It Anyway. Here's Why. - InvestorPlace\n",
      "37. Tesla Inc. stock falls Monday, underperforms market - MarketWatch\n",
      "38. Elon Musk Boosts Stake in Tesla to 20.5% - TipRanks.com - TipRanks\n",
      "39. Tesla: Buy The Dip? Here's What You Need To Know (NASDAQ:TSLA) - Seeking Alpha\n",
      "40. Tesla Competitors: 7 Rival EV Stocks to Buy | Investing | U.S. News - U.S News & World Report Money\n",
      "41. 11 Best Small Cap Electric Vehicle Stocks to Invest In - Yahoo Finance\n",
      "42. The Worst-Performing S&P 500 Stock in 2024: Will It Be Tesla? - InvestorPlace\n",
      "43. Tesla board silent as investors await next steps after court revokes Elon Musk's $56 billion pay package - CNBC\n",
      "44. Why These 3 EV Stocks Could Be Headed for Further Losses - InvestorPlace\n",
      "45. Tesla electric vehicle rival files bankruptcy, begins liquidation - TheStreet\n",
      "46. AI year-end prediction for Tesla share price - Finbold - Finance in Bold\n",
      "47. Elon Musk's Tesla Ownership Hits 20.5%, Over $120 Billion - Markets Insider\n",
      "48. Tesla Inc. stock rises Wednesday, outperforms market - MarketWatch\n",
      "49. TSLA, RIVN: What Pulled These EV Stocks Lower Yesterday? - TipRanks.com - TipRanks\n",
      "50. Tesla Price Yo-Yo Continues With Model Y Hikes In Europe - Investor's Business Daily\n",
      "51. Don't Rely Solely on Auto Business for Tesla Stock, Advises Piper Sandler - TipRanks.com - TipRanks\n",
      "52. Should You Buy Tesla Inc (TSLA) Stock Friday Morning? - InvestorsObserver\n",
      "53. Tesla and Elon Musk Show Why Governance Doesn't Matter—Until It Does - The Wall Street Journal\n",
      "54. Tesla Cuts Model Y Prices For A Limited Time — For Now - Investor's Business Daily\n",
      "55. Morgan Stanley Weighs in on Tesla Stock Following Investor Meeting - TipRanks.com - TipRanks\n",
      "56. Tesla listed as ‘most crowded’ short position among U.S. securities: Hazeltree - TESLARATI\n",
      "57. Forget Tesla: Buy These 2 Canadian Stocks to Profit From EV Growth - Yahoo Canada Finance\n",
      "58. The Truth About Tesla Stock: Should You Buy Now? - The Motley Fool\n",
      "59. Analyst weighs in on Tesla stock as short sellers pounce - jacksonprogress-argus\n",
      "60. This Won't Help Elon Musk or Tesla's Stock Price - Money Morning\n",
      "61. Tesla Stock is Dead, Long Live Tesla? - Schaeffers Research\n",
      "62. Elon Musk moves SpaceX incorporation state to Texas - Yahoo Finance\n",
      "63. Elon Musk doubles down on his promise to ditch Delaware. SpaceX is headed for Texas incorporation - CNN\n",
      "64. Tesla offers $1K February discount on select Model Y's, seeks \"continuous production for efficiency\" By Investing.com - Investing.com\n",
      "65. Tesla Inc (TSLA) Price Target Set: Are Analysts Too Bullish On This Electric Vehicle Stock? - InvestorsObserver\n",
      "66. Tesla's Decline: Unveiling Growing Downside Risk (Technical Analysis) (TSLA) - Seeking Alpha\n",
      "67. The 'News' That Elon Musk Has Acquired 20.5% Of Tesla Is A 'Nothingburger' (NASDAQ:TSLA) - Seeking Alpha\n",
      "68. [FREE ACCESS] HedgAI Signals: 2/13/2024 (Long S&P, TSLA, NFLX) - Hedgeye\n",
      "69. TSLA: Tesla Drifts Away from Mag 7 After 22% Drop This Year. Here's Who Can Swoop In. - TradingView\n",
      "70. Here's how much Tesla stock Elon Musk now owns - Finbold - Finance in Bold\n",
      "71. Analyst weighs in on Tesla stock as short sellers pounce - Rockdale Newton Citizen\n",
      "72. Tesla Stock: Waiting For The 'Redwood' - Seeking Alpha\n",
      "73. Elon Musk discloses 20.5% stake in Tesla - Seeking Alpha\n",
      "74. Tesla's rival BYD is considering a plant in Mexico By Investing.com - Investing.com\n",
      "75. Elon Musk discloses 20.5% stake in Tesla - Seeking Alpha\n",
      "76. Elon Musk threatens Delaware's hold on corporations - Yahoo Finance\n",
      "77. Is Tesla Stock a Buy? - The Globe and Mail\n",
      "78. Tesla Stock Pops On Filing Showing Elon Musk Owns 20.5%: Here's What Happened - Tesla (NASDAQ:TSLA) - Benzinga\n",
      "79. Tesla Inc (TSLA) Stock Falls -0.76% This Week; Should You Buy? - InvestorsObserver\n",
      "80. Electric Vehicle Stock Alert: Tesla Inc (TSLA) Receives Neutral Sentiment Score - InvestorsObserver\n",
      "81. Tesla temporarily cuts some U.S. auto prices - Seeking Alpha\n",
      "82. Tesla Stock: Waiting For The 'Redwood' - Seeking Alpha\n",
      "83. When Does Tesla Stock Become Too Cheap to Ignore? | investing.com - Investing.com\n",
      "84. Electric Vehicle Stock Alert: Should You Charge Your Portfolio With Tesla Inc (TSLA) Monday? - InvestorsObserver\n",
      "85. Better Buy in 2024: Rivian or Tesla Stock? - The Globe and Mail\n",
      "86. The Tesla share price is down 24% this year! Can it remain in the Magnificent 7? - Yahoo Finance UK\n",
      "87. Was Tesla's $17B Monday Meltdown Justified? Bullish Vs. Bearish Analysts Evaluate Model Y Price Cut Impact - TradingView\n",
      "88. Nvidia Is Now Worth More Than Berkshire Hathaway, Tesla, and AMD Combined. But Will It Last? - The Globe and Mail\n",
      "89. $1,000 invested in Tesla stock at start of 2024 returned - Finbold - Finance in Bold\n",
      "90. Tesla emits more negative signals - Analysis - 15-02-2024 - Economies.com\n",
      "91. Elon Musk Boosts Stake in Tesla to 20.5% - MSN\n",
      "92. Will Nvidia Keep Going Up in 2024 as Stock Split Chatter Grows? - The Globe and Mail\n",
      "93. Remote software updates transforming auto industry, experts say - The Globe and Mail\n",
      "94. Institutional investors feel Tesla stock will underperform over 6 months - Morgan Stanley - StreetInsider.com\n",
      "95. 2 Phenomenal Artificial Intelligence (AI) Stocks Using Nvidia's Technologies That I Can't Stop Buying - The Globe and Mail\n",
      "96. Tesla Stock Forecast: Bullish. But Not For the Reason You Think - Investment U\n",
      "97. Ford CEO urges the Wall Street to 'stop looking at Tesla' - InvestorsObserver\n",
      "98. Elon Musk Set To Appeal Tesla Compensation Ruling: Title Of World's Richest Person At Stake - Tesla (NASD - Benzinga\n",
      "99. Elon Musk's Neuralink transfers incorporation to Nevada - India TV News\n",
      "100. Tesla Has Problems. Could QuantumScape Be a Good Choice for Growth Investors? - The Globe and Mail\n",
      "\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mResearcher\u001b[0m (to User_Proxy_Auto):\n",
      "\n",
      "Analyzing the provided news headlines, we can attempt to comprehend why NVIDIA (NVDA) and Tesla (TSLA) stock prices have shown differing performance over the past month.\n",
      "\n",
      "For NVIDIA (NVDA), several headlines suggest positive catalysts:\n",
      "\n",
      "1. **Earnings Growth and Optimism**: There are multiple news headlines indicating expectations of earnings growth and raised price targets by various investment firms (e.g., Piper Sandler, Susquehanna).\n",
      "2. **Market Value Increase**: NVIDIA has reportedly overtaken Google Parent Alphabet as the third-largest US company by market value, reflecting high investor confidence.\n",
      "3. **Investment and Stake Increases**: There are reports of institutional investors increasing stakes in NVIDIA, indicating bullish sentiment in the investment community.\n",
      "4. **Focus on AI and Technology Advancements**: NVIDIA is discussed in the context of artificial intelligence, with investment in AI companies and anticipation of revenue from AI-related technology.\n",
      "5. **Bullish Analyst Reports and Price Target Increases**: Various analysts have raised their price targets for NVIDIA's stock, offering a positive outlook for the company's future.\n",
      "\n",
      "For Tesla (TSLA), the headlines suggest a mix of concerns and opportunities:\n",
      "\n",
      "1. **Stock Price Volatility**: Headlines note Tesla's stock price volatility and the negative bearish sentiment among some institutional investors.\n",
      "2. **Management and Corporate Governance Query**: There are references to concerns regarding Elon Musk's focus and the impact of his managerial decisions on Tesla's business.\n",
      "3. **Possibility of Slowing EV Demand**: Some articles suggest a slump in demand for electric vehicles, which could be impacting Tesla's sales and valuation.\n",
      "4. **Economic Overview and Macro Factors**: Reports indicate that the wider economic conditions, such as inflation reports and potential slowdown, may be influencing Tesla's stock performance.\n",
      "5. **Price Adjustments and Strategy**: Tesla is making price adjustments to its vehicle lineup, which can indicate a strategy to boost demand or respond to market pressures.\n",
      "\n",
      "From this qualitative analysis of the recent news headlines, we can infer that NVIDIA's stock price increase may be driven by positive financial expectations, advancements in AI technologies, and increased investment interest. In contrast, Tesla's decline might be influenced by market concerns about demand and potential impacts of economic factors, as well as governance and strategy questions related to Elon Musk's leadership.\n",
      "\n",
      "Investors often consider such news and analyst reports when making investment decisions, which can lead to the changes in stock performance observed. It is important to remember that stock market performance is multifaceted and can be influenced by a large variety of factors, including those not mentioned in the latest news headlines. For a complete understanding of any stock's performance, an in-depth analysis including financial statements, market trends, and expert analysis would be necessary.\n",
      "\n",
      "TERMINATE\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[34mStart a new chat with the following message: \n",
      "Develop an engaging blog post using any information provided.\n",
      "\n",
      "With the following carryover: \n",
      "I want to include a figure or a table of data in the blogpost.\n",
      "Great! According to the executed script, the current stock price for NVIDIA Corporation (NVDA) is $732.36, with a positive percentage change of 30.65% over the past month, indicating notable growth. Meanwhile, Tesla, Inc. (TSLA) has a current stock price of $200.46, but it has experienced a negative percentage change of -7.00% over the past month, indicating a decrease in its value.\n",
      "\n",
      "It seems that NVIDIA has had a particularly strong performance over the past month, while Tesla has seen a decline in its stock price. Keep in mind that the stock market can be influenced by a wide array of factors, including but not limited to company performance, industry shifts, market trends, and global economic conditions.\n",
      "\n",
      "Please ensure to verify these figures with real-time data or additional financial news sources to get the most up-to-date information, as the stock market is volatile and prices can change rapidly.\n",
      "\n",
      "If you need any further assistance or have additional questions, feel free to ask. Otherwise, that concludes our task.\n",
      "\n",
      "NVIDIA's (NVDA) stock price increase could stem from positive earnings growth projections, its ascent to the third-largest US company by market value, strong investor confidence signaled by institutional investments, and its strategic focus on artificial intelligence. Meanwhile, Tesla's (TSLA) price decline may relate to concerns about slowing electric vehicle demand, volatility and bearish sentiment among institutional investors, corporate governance questions pertaining to Elon Musk, and broader economic conditions impacting stock performance. These interpretations are based on recent news headlines and suggest that NVIDIA is currently favored in the market, while Tesla is facing challenges that may be causing its stock value to decrease.\u001b[0m\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[33mUser_Proxy\u001b[0m (to writer):\n",
      "\n",
      "Develop an engaging blog post using any information provided.\n",
      "Context: \n",
      "I want to include a figure or a table of data in the blogpost.\n",
      "Great! According to the executed script, the current stock price for NVIDIA Corporation (NVDA) is $732.36, with a positive percentage change of 30.65% over the past month, indicating notable growth. Meanwhile, Tesla, Inc. (TSLA) has a current stock price of $200.46, but it has experienced a negative percentage change of -7.00% over the past month, indicating a decrease in its value.\n",
      "\n",
      "It seems that NVIDIA has had a particularly strong performance over the past month, while Tesla has seen a decline in its stock price. Keep in mind that the stock market can be influenced by a wide array of factors, including but not limited to company performance, industry shifts, market trends, and global economic conditions.\n",
      "\n",
      "Please ensure to verify these figures with real-time data or additional financial news sources to get the most up-to-date information, as the stock market is volatile and prices can change rapidly.\n",
      "\n",
      "If you need any further assistance or have additional questions, feel free to ask. Otherwise, that concludes our task.\n",
      "\n",
      "NVIDIA's (NVDA) stock price increase could stem from positive earnings growth projections, its ascent to the third-largest US company by market value, strong investor confidence signaled by institutional investments, and its strategic focus on artificial intelligence. Meanwhile, Tesla's (TSLA) price decline may relate to concerns about slowing electric vehicle demand, volatility and bearish sentiment among institutional investors, corporate governance questions pertaining to Elon Musk, and broader economic conditions impacting stock performance. These interpretations are based on recent news headlines and suggest that NVIDIA is currently favored in the market, while Tesla is facing challenges that may be causing its stock value to decrease.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mwriter\u001b[0m (to User_Proxy):\n",
      "\n",
      "**The Tale of Two Tech Giants: A Stock Market Saga**\n",
      "\n",
      "In the ever-changing landscape of the stock market, the tales of rising stars and waning giants are narrated daily through the cold, hard numbers flashing on traders' screens. In the latest chapter of this financial epic, we turn our gaze to two behemoths of innovation: NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA). Each tells a story as captivating as the next, but with decidedly different plot twists.\n",
      "\n",
      "**NVIDIA's Ascension: A Graphical Powerhouse**\n",
      "\n",
      "Picture this: a company whose fortunes are soaring, much like the rockets that its technology could one day help to navigate through the stars. NVIDIA, known for transforming pixels into beautiful imagery, is now transforming its numbers with just as much finesse. Let's delve into the specifics with a table that paints a thousand words—or in this case, numbers:\n",
      "\n",
      "| Company | Current Stock Price | Percentage Change (Last Month) |\n",
      "|---------|---------------------|--------------------------------|\n",
      "| NVIDIA (NVDA) | $732.36             | +30.65%                        |\n",
      "| Tesla (TSLA)  | $200.46             | -7.00%                         |\n",
      "\n",
      "What we see is a whopping 30.65% increase in NVIDIA's stock price over the past month. But what has fueled this impressive growth? Analysts might point to a confluence of factors: a resounding optimism in earnings growth, NVIDIA's coronation as the third-largest US company by market value, a strong current of institutional investor confidence, and a strategic play in the buzz-filled field of artificial intelligence.\n",
      "\n",
      "**Tesla's Twist: When Currents Shift**\n",
      "\n",
      "Contrast this with the journey Tesla has embarked upon. Once a darling of the market, it presently faces a twist in its narrative, marked by a 7% decrease in its stock price within the same timeframe. Tesla's plot thickens with a concoction of concerns: a potential slowdown in the electric vehicle market, turbulence sewn by bearish institutional sentiment, a series of questions around corporate governance, and the larger, shadowy figure of global economic uncertainty that lurks in the background.\n",
      "\n",
      "**Deciphering the Stories Behind the Statistics**\n",
      "\n",
      "What these figures don't capture is the rich tapestry of human decisions, innovations, fears, and aspirations that drive them. NVIDIA's current favored status among investors may be underpinned by its key strides in technology that promise to unlock new capabilities in various sectors, while Tesla's challenges might reflect the intricate dance of market expectations with real-world deliverables. Each stock price movement is a reflection of myriad stories unfolding within and around these corporate giants.\n",
      "\n",
      "**An Investor's Prose: Caution Amidst Narratives**\n",
      "\n",
      "As a savvy observer of the market's grand narrative, caution remains a protagonist. Remember, stock prices are as volatile as the oceans—serene one day, stormy the next. While NVIDIA's rise and Tesla's stumble are today's headlines, tomorrow might tell a different tale. For the most accurate pulse, ensure you're synced with the heartbeat of the market through real-time data and a diversified suite of financial news sources.\n",
      "\n",
      "Today, NVIDIA basks in the glow of market approval, while Tesla navigates a patch of rough seas. But as any veteran of the markets will tell you, fortunes can reverse in the blink of an eye. As long as innovation remains at their core and adaptability in their strategies, both companies are poised for the next chapter in their storied existences.\n",
      "\n",
      "And whether as cautionary tale or heroic epic, you can be certain that the market will be there to tell the tale.\n",
      "\n",
      "TERMINATE\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mUser_Proxy\u001b[0m (to writer):\n",
      "\n",
      "Too short. Enrich it. \n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mwriter\u001b[0m (to User_Proxy):\n",
      "\n",
      "**The Silicon Symbiosis: A Contrast in Fortunes**\n",
      "\n",
      "In the realm of high technology and financial markets, the narrative is as dynamic as it is unpredictable. Every tradesman's tick and investor's tock is part of an intricate symphony, with movements both adagio and allegro. Today, we cast our spotlight on two titans that have come to symbolically represent the march of modern innovation: NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA). Their stories, though interwoven by the common thread of cutting-edge technology, are currently humming different melodies in the stock market concerto.\n",
      "\n",
      "**NVIDIA's Flourishing Financial Canvas**\n",
      "\n",
      "Allow me to direct your eyes to a visual that speaks volumes—a financial figure that captivates the analytical mind as surely as a work of art steals the gaze of its onlooker:\n",
      "\n",
      "*Table 1: Comparative Stock Performances*\n",
      "\n",
      "| Company | Current Stock Price | Percentage Change (Last Month) |\n",
      "|---------|---------------------|--------------------------------|\n",
      "| NVIDIA (NVDA) | $732.36             | +30.65%                        |\n",
      "| Tesla (TSLA)  | $200.46             | -7.00%                         |\n",
      "\n",
      "In just one month, NVIDIA has seen a dramatic surge in its stock price, a robust 30.65% climb that mirrors the steep inclines of a mountainous ascent. Yet, this ascent is no mere accident of fate. It has been prodded by a series of catalysts, each more powerful than the last. Analysts may suggest that NVIDIA's performance is reflective of a positive outlook on earnings growth, the magnifying glass of confidence from institutional investors, and its strategic investment in artificial intelligence—a field that promises to redefine the boundaries of possibility.\n",
      "\n",
      "This growth is no less significant for having catapulted NVIDIA to newfound heights, positioning it as the third-largest U.S. company by market value. In the eyes of many, NVIDIA is not merely a company but a canvas upon which the future of technology is being painted.\n",
      "\n",
      "**Tesla's Tales of Caution and Volatility**\n",
      "\n",
      "In sharp contrast stands Tesla, the electric automaker whose brand has become synonymous with the future of transportation. Despite the sheen of innovation and Elon Musk's vision, the company's current stock price reflects a narrative tinged with uncertainty. The -7% dip might be seen as a momentary pause in the company’s otherwise stellar performance, but it whispers tales of doubt regarding slowing electric vehicle demand and the complex ballet of investor sentiment in the face of corporate governance queries and Musk's multifaceted public persona.\n",
      "\n",
      "The fluctuating script encapsulating Tesla's value also underscores the inherent volatility of the stock market, heavily influenced by external economic narratives and internal corporate dramas. Tesla's story is a complex one, layered with futuristic ambitions tempered by the current climate of economic restraint.\n",
      "\n",
      "**The Interplay of Market Forces and Human Emotion**\n",
      "\n",
      "Beyond the arithmetic of stock prices lies the human element: the restless drive for invention against the cautious tug of preservation. NVIDIA’s surge speaks of human ambition crystallized into financial momentum, while Tesla’s recent dip reflects the cautious pullback of a market wary of sprinting ahead of its own shadow.\n",
      "\n",
      "But these stock price reflections are but shadows of a larger drama—the ebb and flow of market sentiments that can turn on the dime of a quarterly report or a tweet-storm. The savvy investor or curious spectator must look beneath the surface waves to the currents below, charting movements with the precision of a cartographer mapping uncharted seas.\n",
      "\n",
      "**Heed the Market's Mutable Muse**\n",
      "\n",
      "We conclude with a note of prudence: embrace the complex stories of NVIDIA and Tesla, but anchor your investment decisions in the bedrock of real-time data and comprehensive analytics. The stock market is a creature of change, and its story is written anew each day. Embrace the power of informed speculation, but be wary of the market's mutable muse.\n",
      "\n",
      "For as the curtains fall on today's account of NVIDIA's stellar ascension and Tesla's contemplative descent, one can only wonder what twists the next act will hold. The market is, after all, the grandest theater of all—a stage where fortunes are made and dreams may either be woven into reality or unravel before the audience's eyes.\n",
      "\n",
      "As the tales of these two tech giants continue to unfold, whether they lead to further success or unexpected downturns, they exemplify the vibrancy and the volatility inherent in our quest to predicate the future on the promise of progress.\n",
      "\n",
      "TERMINATE\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[31m\n",
      ">>>>>>>> NO HUMAN INPUT RECEIVED.\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "financial_assistant = autogen.AssistantAgent(\n",
    "    name=\"Financial_assistant\",\n",
    "    llm_config=llm_config,\n",
    ")\n",
    "research_assistant = autogen.AssistantAgent(\n",
    "    name=\"Researcher\",\n",
    "    llm_config=llm_config,\n",
    ")\n",
    "writer = autogen.AssistantAgent(\n",
    "    name=\"writer\",\n",
    "    llm_config=llm_config,\n",
    "    system_message=\"\"\"\n",
    "        You are a professional writer, known for\n",
    "        your insightful and engaging articles.\n",
    "        You transform complex concepts into compelling narratives.\n",
    "        Reply \"TERMINATE\" in the end when everything is done.\n",
    "        \"\"\",\n",
    ")\n",
    "\n",
    "user_proxy_auto = autogen.UserProxyAgent(\n",
    "    name=\"User_Proxy_Auto\",\n",
    "    human_input_mode=\"NEVER\",\n",
    "    is_termination_msg=lambda x: x.get(\"content\", \"\") and x.get(\"content\", \"\").rstrip().endswith(\"TERMINATE\"),\n",
    "    code_execution_config={\n",
    "        \"last_n_messages\": 1,\n",
    "        \"work_dir\": \"tasks\",\n",
    "        \"use_docker\": False,\n",
    "    },  # Please set use_docker=True if docker is available to run the generated code. Using docker is safer than running the generated code directly.\n",
    ")\n",
    "\n",
    "user_proxy = autogen.UserProxyAgent(\n",
    "    name=\"User_Proxy\",\n",
    "    human_input_mode=\"ALWAYS\",  # ask human for input at each step\n",
    "    is_termination_msg=lambda x: x.get(\"content\", \"\") and x.get(\"content\", \"\").rstrip().endswith(\"TERMINATE\"),\n",
    "    code_execution_config={\n",
    "        \"last_n_messages\": 1,\n",
    "        \"work_dir\": \"tasks\",\n",
    "        \"use_docker\": False,\n",
    "    },  # Please set use_docker=True if docker is available to run the generated code. Using docker is safer than running the generated code directly.\n",
    ")\n",
    "\n",
    "\n",
    "chat_results = autogen.initiate_chats(\n",
    "    [\n",
    "        {\n",
    "            \"sender\": user_proxy_auto,\n",
    "            \"recipient\": financial_assistant,\n",
    "            \"message\": financial_tasks[0],\n",
    "            \"clear_history\": True,\n",
    "            \"silent\": False,\n",
    "            \"summary_method\": \"last_msg\",\n",
    "        },\n",
    "        {\n",
    "            \"sender\": user_proxy_auto,\n",
    "            \"recipient\": research_assistant,\n",
    "            \"message\": financial_tasks[1],\n",
    "            \"max_turns\": 2,  # max number of turns for the conversation (added for demo purposes, generally not necessarily needed)\n",
    "            \"summary_method\": \"reflection_with_llm\",\n",
    "        },\n",
    "        {\n",
    "            \"sender\": user_proxy,\n",
    "            \"recipient\": writer,\n",
    "            \"message\": writing_tasks[0],\n",
    "            \"carryover\": \"I want to include a figure or a table of data in the blogpost.\",  # additional carryover to include to the conversation (added for demo purposes, generally not necessarily needed)\n",
    "        },\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Check chat results\n",
    "The `initiate_chat` method returns a `ChatResult` object, which is a dataclass object storing information about the chat. Currently, it includes the following attributes:\n",
    "\n",
    "- `chat_history`: a list of chat history.\n",
    "- `summary`: a string of chat summary. A summary is only available if a summary_method is provided when initiating the chat.\n",
    "- `cost`: a tuple of (total_cost, total_actual_cost), where total_cost is a dictionary of cost information, and total_actual_cost is a dictionary of information on the actual incurred cost with cache.\n",
    "- `human_input`: a list of strings of human inputs solicited during the chat. (Note that since we are setting `human_input_mode` to `NEVER` in this notebook, this list is always empty.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*****0th chat*******:\n",
      "Great! According to the executed script, the current stock price for NVIDIA Corporation (NVDA) is $732.36, with a positive percentage change of 30.65% over the past month, indicating notable growth. Meanwhile, Tesla, Inc. (TSLA) has a current stock price of $200.46, but it has experienced a negative percentage change of -7.00% over the past month, indicating a decrease in its value.\n",
      "\n",
      "It seems that NVIDIA has had a particularly strong performance over the past month, while Tesla has seen a decline in its stock price. Keep in mind that the stock market can be influenced by a wide array of factors, including but not limited to company performance, industry shifts, market trends, and global economic conditions.\n",
      "\n",
      "Please ensure to verify these figures with real-time data or additional financial news sources to get the most up-to-date information, as the stock market is volatile and prices can change rapidly.\n",
      "\n",
      "If you need any further assistance or have additional questions, feel free to ask. Otherwise, that concludes our task.\n",
      "\n",
      "Human input in the middle: []\n",
      "Conversation cost:  ({'total_cost': 0.09200999999999998, 'gpt-4': {'cost': 0.09200999999999998, 'prompt_tokens': 1597, 'completion_tokens': 735, 'total_tokens': 2332}}, {'total_cost': 0.04589999999999999, 'gpt-4': {'cost': 0.04589999999999999, 'prompt_tokens': 1096, 'completion_tokens': 217, 'total_tokens': 1313}})\n",
      "\n",
      "\n",
      "\n",
      "*****1th chat*******:\n",
      "NVIDIA's (NVDA) stock price increase could stem from positive earnings growth projections, its ascent to the third-largest US company by market value, strong investor confidence signaled by institutional investments, and its strategic focus on artificial intelligence. Meanwhile, Tesla's (TSLA) price decline may relate to concerns about slowing electric vehicle demand, volatility and bearish sentiment among institutional investors, corporate governance questions pertaining to Elon Musk, and broader economic conditions impacting stock performance. These interpretations are based on recent news headlines and suggest that NVIDIA is currently favored in the market, while Tesla is facing challenges that may be causing its stock value to decrease.\n",
      "Human input in the middle: []\n",
      "Conversation cost:  ({'total_cost': 0.45192, 'gpt-4': {'cost': 0.45192, 'prompt_tokens': 12414, 'completion_tokens': 1325, 'total_tokens': 13739}}, {'total_cost': 0.45192, 'gpt-4': {'cost': 0.45192, 'prompt_tokens': 12414, 'completion_tokens': 1325, 'total_tokens': 13739}})\n",
      "\n",
      "\n",
      "\n",
      "*****2th chat*******:\n",
      "**The Silicon Symbiosis: A Contrast in Fortunes**\n",
      "\n",
      "In the realm of high technology and financial markets, the narrative is as dynamic as it is unpredictable. Every tradesman's tick and investor's tock is part of an intricate symphony, with movements both adagio and allegro. Today, we cast our spotlight on two titans that have come to symbolically represent the march of modern innovation: NVIDIA Corporation (NVDA) and Tesla, Inc. (TSLA). Their stories, though interwoven by the common thread of cutting-edge technology, are currently humming different melodies in the stock market concerto.\n",
      "\n",
      "**NVIDIA's Flourishing Financial Canvas**\n",
      "\n",
      "Allow me to direct your eyes to a visual that speaks volumes—a financial figure that captivates the analytical mind as surely as a work of art steals the gaze of its onlooker:\n",
      "\n",
      "*Table 1: Comparative Stock Performances*\n",
      "\n",
      "| Company | Current Stock Price | Percentage Change (Last Month) |\n",
      "|---------|---------------------|--------------------------------|\n",
      "| NVIDIA (NVDA) | $732.36             | +30.65%                        |\n",
      "| Tesla (TSLA)  | $200.46             | -7.00%                         |\n",
      "\n",
      "In just one month, NVIDIA has seen a dramatic surge in its stock price, a robust 30.65% climb that mirrors the steep inclines of a mountainous ascent. Yet, this ascent is no mere accident of fate. It has been prodded by a series of catalysts, each more powerful than the last. Analysts may suggest that NVIDIA's performance is reflective of a positive outlook on earnings growth, the magnifying glass of confidence from institutional investors, and its strategic investment in artificial intelligence—a field that promises to redefine the boundaries of possibility.\n",
      "\n",
      "This growth is no less significant for having catapulted NVIDIA to newfound heights, positioning it as the third-largest U.S. company by market value. In the eyes of many, NVIDIA is not merely a company but a canvas upon which the future of technology is being painted.\n",
      "\n",
      "**Tesla's Tales of Caution and Volatility**\n",
      "\n",
      "In sharp contrast stands Tesla, the electric automaker whose brand has become synonymous with the future of transportation. Despite the sheen of innovation and Elon Musk's vision, the company's current stock price reflects a narrative tinged with uncertainty. The -7% dip might be seen as a momentary pause in the company’s otherwise stellar performance, but it whispers tales of doubt regarding slowing electric vehicle demand and the complex ballet of investor sentiment in the face of corporate governance queries and Musk's multifaceted public persona.\n",
      "\n",
      "The fluctuating script encapsulating Tesla's value also underscores the inherent volatility of the stock market, heavily influenced by external economic narratives and internal corporate dramas. Tesla's story is a complex one, layered with futuristic ambitions tempered by the current climate of economic restraint.\n",
      "\n",
      "**The Interplay of Market Forces and Human Emotion**\n",
      "\n",
      "Beyond the arithmetic of stock prices lies the human element: the restless drive for invention against the cautious tug of preservation. NVIDIA’s surge speaks of human ambition crystallized into financial momentum, while Tesla’s recent dip reflects the cautious pullback of a market wary of sprinting ahead of its own shadow.\n",
      "\n",
      "But these stock price reflections are but shadows of a larger drama—the ebb and flow of market sentiments that can turn on the dime of a quarterly report or a tweet-storm. The savvy investor or curious spectator must look beneath the surface waves to the currents below, charting movements with the precision of a cartographer mapping uncharted seas.\n",
      "\n",
      "**Heed the Market's Mutable Muse**\n",
      "\n",
      "We conclude with a note of prudence: embrace the complex stories of NVIDIA and Tesla, but anchor your investment decisions in the bedrock of real-time data and comprehensive analytics. The stock market is a creature of change, and its story is written anew each day. Embrace the power of informed speculation, but be wary of the market's mutable muse.\n",
      "\n",
      "For as the curtains fall on today's account of NVIDIA's stellar ascension and Tesla's contemplative descent, one can only wonder what twists the next act will hold. The market is, after all, the grandest theater of all—a stage where fortunes are made and dreams may either be woven into reality or unravel before the audience's eyes.\n",
      "\n",
      "As the tales of these two tech giants continue to unfold, whether they lead to further success or unexpected downturns, they exemplify the vibrancy and the volatility inherent in our quest to predicate the future on the promise of progress.\n",
      "\n",
      "\n",
      "Human input in the middle: ['Too short. Enrich it. ', '']\n",
      "Conversation cost:  ({'total_cost': 0.14765999999999999, 'gpt-4': {'cost': 0.14765999999999999, 'prompt_tokens': 1604, 'completion_tokens': 1659, 'total_tokens': 3263}}, {'total_cost': 0.14765999999999999, 'gpt-4': {'cost': 0.14765999999999999, 'prompt_tokens': 1604, 'completion_tokens': 1659, 'total_tokens': 3263}})\n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for i, chat_res in enumerate(chat_results):\n",
    "    print(f\"*****{i}th chat*******:\")\n",
    "    print(chat_res.summary)\n",
    "    print(\"Human input in the middle:\", chat_res.human_input)\n",
    "    print(\"Conversation cost: \", chat_res.cost)\n",
    "    if i == 1:\n",
    "        assert (\n",
    "            len(chat_res.chat_history) == 4\n",
    "        ), f\"The chat history should contain at most 4 messages because max_turns is set to 2 in the {i}-th chat.\"\n",
    "    print(\"\\n\\n\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example 2: Solve a Sequence of Tasks involving User Defined Message\n",
    "\n",
    "In this example, say I have two tasks. One resarch task and a one writing task. The writing task needs data from research task. In this example, we direct read data from a file as part of the message."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "research_task = \"\"\"What are daily stock prices of NVDA and TESLA in the past month. Save the results in a .md file named 'stock_prices.md'.\"\"\"\n",
    "\n",
    "\n",
    "def my_writing_task(sender, recipient, context):\n",
    "    carryover = context.get(\"carryover\", \"\")\n",
    "    if isinstance(carryover, list):\n",
    "        carryover = carryover[-1]\n",
    "\n",
    "    try:\n",
    "        filename = context.get(\"work_dir\", \"\") + \"/stock_prices.md\"\n",
    "        with open(filename, \"r\") as file:\n",
    "            data = file.read()\n",
    "    except Exception as e:\n",
    "        data = f\"An error occurred while reading the file: {e}\"\n",
    "\n",
    "    return (\n",
    "        \"\"\"Develop an engaging blog post using any information provided. \"\"\"\n",
    "        + \"\\nContext:\\n\"\n",
    "        + carryover\n",
    "        + \"\\nData:\"\n",
    "        + data\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[34mStarting a new chat....\n",
      "\n",
      "Message:\n",
      "What are daily stock prices of NVDA and TESLA in the past month. Save the results in a .md file named 'stock_prices.md'.\n",
      "\n",
      "Carryover: \n",
      "\u001b[0m\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[33mUser_Proxy_Auto\u001b[0m (to Financial_researcher):\n",
      "\n",
      "What are daily stock prices of NVDA and TESLA in the past month. Save the results in a .md file named 'stock_prices.md'.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mFinancial_researcher\u001b[0m (to User_Proxy_Auto):\n",
      "\n",
      "To accomplish this task, I will write a Python script that utilizes an API to fetch the daily stock prices of NVIDIA (NVDA) and Tesla (TSLA) over the past month. I will then format the data into Markdown and save it to a file named 'stock_prices.md'.\n",
      "\n",
      "Step 1: Fetch the stock price data.\n",
      "Step 2: Format the data into Markdown.\n",
      "Step 3: Save the data to 'stock_prices.md'.\n",
      "\n",
      "We'll use the `yfinance` library to fetch the stock data. It's a popular choice for financial data extraction. If you don't have `yfinance` installed, you would need to install it via pip (`!pip install yfinance` in Jupyter notebooks or `pip install yfinance` in the command line). \n",
      "\n",
      "Let's start with step 1 by writing a script to collect the stock price data of NVDA and TSLA.\n",
      "\n",
      "```python\n",
      "# filename: fetch_stock_data.py\n",
      "\n",
      "import yfinance as yf\n",
      "from datetime import datetime, timedelta\n",
      "\n",
      "# Function to fetch the stock data\n",
      "def fetch_stock_data(ticker):\n",
      "    end_date = datetime.now()\n",
      "    start_date = end_date - timedelta(days=30)\n",
      "    \n",
      "    # Fetching the historical data\n",
      "    stock_data = yf.download(ticker, start=start_date, end=end_date)\n",
      "    \n",
      "    # Formatting the date to a more readable form\n",
      "    stock_data.index = stock_data.index.strftime('%Y-%m-%d')\n",
      "    \n",
      "    return stock_data\n",
      "\n",
      "# Fetching data for NVDA and TSLA\n",
      "nvda_data = fetch_stock_data('NVDA')\n",
      "tesla_data = fetch_stock_data('TSLA')\n",
      "\n",
      "# Formatting the data into Markdown\n",
      "with open('stock_prices.md', 'w') as md_file:\n",
      "    md_file.write('# Stock Prices for NVDA and TSLA in the Past Month\\n\\n')\n",
      "    md_file.write('## NVDA\\n\\n')\n",
      "    md_file.write(nvda_data['Close'].to_markdown() + '\\n\\n')\n",
      "    md_file.write('## TSLA\\n\\n')\n",
      "    md_file.write(tesla_data['Close'].to_markdown() + '\\n\\n')\n",
      "\n",
      "print(\"Stock prices fetched and saved to 'stock_prices.md'.\")\n",
      "```\n",
      "\n",
      "Execute this script after ensuring that `yfinance` is installed. It will fetch the data and save it to 'stock_prices.md'.\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[31m\n",
      ">>>>>>>> EXECUTING CODE BLOCK 0 (inferred language is python)...\u001b[0m\n",
      "\u001b[33mUser_Proxy_Auto\u001b[0m (to Financial_researcher):\n",
      "\n",
      "exitcode: 0 (execution succeeded)\n",
      "Code output: \n",
      "Stock prices fetched and saved to 'stock_prices.md'.\n",
      "\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mFinancial_researcher\u001b[0m (to User_Proxy_Auto):\n",
      "\n",
      "The script execution was successful, and it has fetched the stock prices for NVDA and TSLA for the past month and saved the data in a file named 'stock_prices.md'.\n",
      "\n",
      "You should now have a Markdown file with the stock prices. If you need further assistance or additional tasks, feel free to ask.\n",
      "\n",
      "TERMINATE\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[34mStarting a new chat....\n",
      "\n",
      "Message:\n",
      "Callable: my_writing_task\n",
      "\n",
      "Carryover: \n",
      "The script execution was successful, and it has fetched the stock prices for NVDA and TSLA for the past month and saved the data in a file named 'stock_prices.md'.\n",
      "\n",
      "You should now have a Markdown file with the stock prices. If you need further assistance or additional tasks, feel free to ask.\n",
      "\n",
      "\u001b[0m\n",
      "\u001b[34m\n",
      "********************************************************************************\u001b[0m\n",
      "\u001b[33mUser_Proxy_Auto\u001b[0m (to Writer):\n",
      "\n",
      "Develop an engaging blog post using any information provided. \n",
      "Context:\n",
      "The script execution was successful, and it has fetched the stock prices for NVDA and TSLA for the past month and saved the data in a file named 'stock_prices.md'.\n",
      "\n",
      "You should now have a Markdown file with the stock prices. If you need further assistance or additional tasks, feel free to ask.\n",
      "\n",
      "\n",
      "Data:# Stock Prices for NVDA and TSLA in the Past Month\n",
      "\n",
      "## NVDA\n",
      "\n",
      "| Date       |   Close |\n",
      "|:-----------|--------:|\n",
      "| 2024-02-02 |  661.6  |\n",
      "| 2024-02-05 |  693.32 |\n",
      "| 2024-02-06 |  682.23 |\n",
      "| 2024-02-07 |  700.99 |\n",
      "| 2024-02-08 |  696.41 |\n",
      "| 2024-02-09 |  721.33 |\n",
      "| 2024-02-12 |  722.48 |\n",
      "| 2024-02-13 |  721.28 |\n",
      "| 2024-02-14 |  739    |\n",
      "| 2024-02-15 |  726.58 |\n",
      "| 2024-02-16 |  726.13 |\n",
      "| 2024-02-20 |  694.52 |\n",
      "| 2024-02-21 |  674.72 |\n",
      "| 2024-02-22 |  785.38 |\n",
      "| 2024-02-23 |  788.17 |\n",
      "| 2024-02-26 |  790.92 |\n",
      "| 2024-02-27 |  787.01 |\n",
      "| 2024-02-28 |  776.63 |\n",
      "| 2024-02-29 |  791.12 |\n",
      "| 2024-03-01 |  822.79 |\n",
      "\n",
      "## TSLA\n",
      "\n",
      "| Date       |   Close |\n",
      "|:-----------|--------:|\n",
      "| 2024-02-02 |  187.91 |\n",
      "| 2024-02-05 |  181.06 |\n",
      "| 2024-02-06 |  185.1  |\n",
      "| 2024-02-07 |  187.58 |\n",
      "| 2024-02-08 |  189.56 |\n",
      "| 2024-02-09 |  193.57 |\n",
      "| 2024-02-12 |  188.13 |\n",
      "| 2024-02-13 |  184.02 |\n",
      "| 2024-02-14 |  188.71 |\n",
      "| 2024-02-15 |  200.45 |\n",
      "| 2024-02-16 |  199.95 |\n",
      "| 2024-02-20 |  193.76 |\n",
      "| 2024-02-21 |  194.77 |\n",
      "| 2024-02-22 |  197.41 |\n",
      "| 2024-02-23 |  191.97 |\n",
      "| 2024-02-26 |  199.4  |\n",
      "| 2024-02-27 |  199.73 |\n",
      "| 2024-02-28 |  202.04 |\n",
      "| 2024-02-29 |  201.88 |\n",
      "| 2024-03-01 |  202.64 |\n",
      "\n",
      "\n",
      "\n",
      "--------------------------------------------------------------------------------\n",
      "\u001b[33mWriter\u001b[0m (to User_Proxy_Auto):\n",
      "\n",
      "# A Rollercoaster Month: The Tale of NVDA and TSLA Stock Prices\n",
      "\n",
      "Welcome to our latest analysis where we bring the ups and downs of the stock market to life. If you've been keeping an eye on the tech industry, you've probably noticed the electrifying performance of two market giants: NVIDIA (NVDA) and Tesla (TSLA). Over the past month, these stocks have taken investors on quite the ride, and we're here to break down the twists and turns.\n",
      "\n",
      "## NVIDIA: A Journey Through the Digital Realm\n",
      "\n",
      "NVIDIA, the powerhouse behind some of the most advanced graphics processing technologies, began February modestly at $661.60. However, it didn't take long for this tech titan to start climbing. By February 5, we saw NVDA accelerating to a cool $693.32, hinting at the potential for a thrilling month ahead. The momentum wasn't constant, though, with minor dips, like the one on February 6th to $682.23, reminding shareholders that the journey wouldn't be without its bumps.\n",
      "\n",
      "Midway through the month, there came a slight calm before the storm, as the stock hovered around $720, suggesting that something big was on the horizon. And true to form, on February 22nd, NVIDIA took everyone by surprise as it surged to an impressive $785.38.\n",
      "\n",
      "The climax of this exhilarating ride came as February gave way to March, with NVIDIA stock skyrocketing to an apex of $822.79. Investors buckled in tight surely enjoyed the view from this peak.\n",
      "\n",
      "## Tesla: Charging Ahead with Volatility\n",
      "\n",
      "Tesla, well-loved and -debated for its visionary approach to automotive technology, also delivered its fair share of market excitement. Starting on a lower key at $187.91, TSLA had a more modest opening than NVDA but held promise for an interesting chapter.\n",
      "\n",
      "The stock dropped to a monthly low of $181.06 on February 5, causing a bit of heart-in-mouth for supporters. Yet, in classic Tesla fashion, the company steered back onto the track, recovering to $185.10 the next day. Over the next few days, Tesla continued to inch higher, reaching $189.56 by February 8th.\n",
      "\n",
      "Despite a temporary retreat mid-month, where the stock dipped to $188.13, the electric automaker charged back with vigor, breaking the $200 barrier and hitting a high of $200.45 on February 15th - giving investors a much-needed adrenaline boost.\n",
      "\n",
      "As February ended and March began, Tesla maintained a price over $200, somewhat steadying the wheel for a close at $202.64, a reassuring end to a month of market fluctuations.\n",
      "\n",
      "## What's Behind the Movements?\n",
      "\n",
      "While the numbers tell one story, they don't explain the 'why' behind these market rides. For NVIDIA, a series of positive earnings reports, strategic partnerships, and strong demand for gaming and server GPUs contributed to its stock gains. For Tesla, market sentiment often hinged on production milestones, regulatory news, and the ever-present Twitter activity of its CEO, Elon Musk.\n",
      "\n",
      "It's important to remember that the stock market is influenced by a complex web of factors, including investor sentiment, industry trends, geopolitical events, and economic indicators. As such, companies like NVIDIA and Tesla don't just operate in a vacuum—every shift in the market can be an echo of larger global narratives.\n",
      "\n",
      "## An Investor's Perspective\n",
      "\n",
      "The past month's performance of NVDA and TSLA provides valuable lessons for investors. It showcases the importance of staying informed and understanding that volatility is part and parcel of the investing experience, especially in sectors like technology where innovation is rapid and competition fierce.\n",
      "\n",
      "While these price swings may cause some to balk, seasoned stock market enthusiasts know that these fluctuations can present opportunities. Whether leveraging these movements for short-term gains or buckling in for the long haul, understanding the story behind the numbers is crucial.\n",
      "\n",
      "In conclusion, the tale of NVDA and TSLA over the past month has been nothing short of a nail-biter. As we keep our eyes glued to the screens for the next series of movements, always remember: investing is not just about the figures; it's about seeing the whole picture and appreciating every twist and turn of the story that unfolds.\n",
      "\n",
      "Stay tuned, fasten your seatbelts, and until next time, may your portfolio's story be equally thrilling and rewarding.\n",
      "\n",
      "TERMINATE\n",
      "\n",
      "--------------------------------------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "researcher = autogen.AssistantAgent(\n",
    "    name=\"Financial_researcher\",\n",
    "    llm_config=llm_config,\n",
    ")\n",
    "writer = autogen.AssistantAgent(\n",
    "    name=\"Writer\",\n",
    "    llm_config=llm_config,\n",
    "    system_message=\"\"\"\n",
    "        You are a professional writer, known for\n",
    "        your insightful and engaging articles.\n",
    "        You transform complex concepts into compelling narratives.\n",
    "        Reply \"TERMINATE\" in the end when everything is done.\n",
    "        \"\"\",\n",
    ")\n",
    "\n",
    "user_proxy_auto = autogen.UserProxyAgent(\n",
    "    name=\"User_Proxy_Auto\",\n",
    "    human_input_mode=\"NEVER\",\n",
    "    is_termination_msg=lambda x: x.get(\"content\", \"\") and x.get(\"content\", \"\").rstrip().endswith(\"TERMINATE\"),\n",
    "    code_execution_config={\n",
    "        \"last_n_messages\": 1,\n",
    "        \"work_dir\": \"tasks\",\n",
    "        \"use_docker\": False,\n",
    "    },  # Please set use_docker=True if docker is available to run the generated code. Using docker is safer than running the generated code directly.\n",
    ")\n",
    "\n",
    "chat_results = autogen.initiate_chats(\n",
    "    [\n",
    "        {\n",
    "            \"sender\": user_proxy_auto,\n",
    "            \"recipient\": researcher,\n",
    "            \"message\": research_task,\n",
    "            \"clear_history\": True,\n",
    "            \"silent\": False,\n",
    "            \"summary_method\": \"last_msg\",\n",
    "        },\n",
    "        {\n",
    "            \"sender\": user_proxy_auto,\n",
    "            \"recipient\": writer,\n",
    "            \"message\": my_writing_task,\n",
    "            \"max_turns\": 2,  # max number of turns for the conversation (added for demo purposes, generally not necessarily needed)\n",
    "            \"summary_method\": \"reflection_with_llm\",\n",
    "            \"work_dir\": \"tasks\",\n",
    "        },\n",
    "    ]\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "front_matter": {
   "description": "Use AutoGen to solve a set of tasks with a sequence of chats.",
   "tags": [
    "orchestration",
    "sequential chats"
   ]
  },
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  },
  "vscode": {
   "interpreter": {
    "hash": "949777d72b0d2535278d3dc13498b2535136f6dfe0678499012e853ee9abcab1"
   }
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
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