10.agents.ipynb

{
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 "nbformat_minor": 0,
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3"
  },
  "language_info": {
   "name": "python"
  }
 },
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "uKW5vG1RxEOK",
    "outputId": "23813ade-d55f-42a5-ab64-77b4be25c2d3"
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "  Installing build dependencies ... \u001b[?25l\u001b[?25hdone\n",
      "  Getting requirements to build wheel ... \u001b[?25l\u001b[?25hdone\n",
      "  Preparing metadata (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n",
      "  Building wheel for pypika (pyproject.toml) ... \u001b[?25l\u001b[?25hdone\n"
     ]
    }
   ],
   "source": [
    "!pip -qqq install 'crewai[tools]'==0.28.8 --progress-bar off\n",
    "!pip -qqq install duckduckgo-search==5.3.0 --progress-bar off"
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "import json\n",
    "import os\n",
    "import re\n",
    "from datetime import datetime\n",
    "\n",
    "import requests\n",
    "from crewai import Agent, Crew, Process, Task\n",
    "from google.colab import userdata\n",
    "from IPython.display import Markdown\n",
    "from langchain.agents import load_tools\n",
    "from langchain.tools import tool\n",
    "from langchain_community.tools import DuckDuckGoSearchResults\n",
    "from langchain_openai import ChatOpenAI\n",
    "\n",
    "\n",
    "def format_response(response: str) -> str:\n",
    "    entries = re.split(r\"(?<=]), (?=\\[)\", response)\n",
    "    return [entry.strip(\"[]\") for entry in entries]\n",
    "\n",
    "\n",
    "os.environ[\"OPENAI_API_KEY\"] = userdata.get(\"OPENAI_API_KEY\")"
   ],
   "metadata": {
    "id": "SWfqZ3ul95PX"
   },
   "execution_count": 2,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Data Source"
   ],
   "metadata": {
    "id": "vHKMNsci4pty"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "search_tool = DuckDuckGoSearchResults(backend=\"news\", num_results=10)"
   ],
   "metadata": {
    "id": "Ir6yz-6a4tB3"
   },
   "execution_count": 3,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "response = search_tool.run(\"Bitcoin\")\n",
    "format_response(response)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "TdVSCjca4al2",
    "outputId": "9f7406c0-3b01-4eca-fd93-c451a0261597"
   },
   "execution_count": 15,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[\"snippet: The cryptocurrency's creator—who went by Satoshi Nakamoto, but whose real identity remains unknown—invented bitcoin the following year, and dreamed of creating an international currency that would operate outside the control of governments or central banks., title: What's the Deal With the Bitcoin Halving?, link: https://www.msn.com/en-us/money/markets/the-countdown-to-bitcoins-halving-is-on-heres-what-to-know/ar-BB1lMW8j, date: 2024-04-17T15:07:18+00:00, source: Time on MSN.com\",\n",
       " 'snippet: In a recent discussion, experts highlighted bitcoin miners as a unique investment opportunities in the evolving crypto and energy sectors., title: Bitcoin mining, market experts discuss growing role in energy grid, link: https://www.thestreet.com/crypto/innovation/bitcoin-mining-market-experts-discuss-growing-role-in-energy-grid, date: 2024-04-17T17:04:00+00:00, source: TheStreet.com',\n",
       " 'snippet: As bitcoin hurtles toward its next supply cut—known as a halving—Goldman Sachs\\ufeff analysts have issued a stark price, title: Goldman Sachs Issues Stark Bitcoin Halving Price Warning, link: https://www.forbes.com/sites/digital-assets/2024/04/17/goldman-sachs-issues-stark-bitcoin-halving-price-warning/, date: 2024-04-17T12:48:00+00:00, source: Forbes',\n",
       " \"snippet: Bitcoin's all-time high was on March 14, 2024, trading at $73,835.57 per bitcoin. The lowest intraday price that the crypto traded in the past year was $24,780.17 on June 15, 2023. The original crypto is up by 106.09% year over year., title: Bitcoin price today: BTC is down 0.76%, link: https://www.usatoday.com/money/blueprint/investing/cryptocurrency/bitcoin-price-today-04-17-2024/, date: 2024-04-17T13:29:00+00:00, source: USA Today\",\n",
       " \"snippet: Bitcoin {{BTC}} has given up the entirety of its bounce from Saturday's panicky selloff, plunging to under the $60,000 level in the morning hours, title: Bitcoin Tumbles Below $60K, Ether Under $3K; Correction Not Over, Says Strategist, link: https://markets.businessinsider.com/news/currencies/bitcoin-tumbles-to-60k-ether-under-3k-correction-not-over-says-strategist-1033258913, date: 2024-04-17T15:42:00+00:00, source: Business Insider\",\n",
       " 'snippet: Bitcoin is going through a topsy-turvy phase as the so-called Bitcoin \"halving\" event is on the horizon. The top cryptocurrency jumped Monday after Hong Kong approved spot Bitcoin ETFs, but it fell again soon after., title: Bitcoin is on a rollercoaster ride with the big \\'halving\\' event on the horizon, link: https://www.msn.com/en-us/money/markets/bitcoin-is-on-a-rollercoaster-ride-with-the-big-halving-event-on-the-horizon/ar-BB1lIXTq, date: 2024-04-16T15:35:27+00:00, source: Quartz on MSN.com',\n",
       " \"snippet: Bitwise, the world's third-largest crypto exchange, said history shows that the month after each slash in mining rewards was a disappointing period for BTC, while the year that followed each halving saw the Bitcoin price achieve at least triple-digit percentage gains., title: Bitcoin Halving Google Searches Soar To New ATH As Bitwise Says Markets Underestimate Its Impact On The BTC Price, link: https://insidebitcoins.com/news/bitcoin-halving-google-searches-soar-to-new-ath-as-bitwise-says-markets-underestimate-its-impact-on-the-btc-price, date: 2024-04-17T09:50:00+00:00, source: Inside Bitcoins\",\n",
       " 'snippet: The addition of esteemed backers like Spartan Group will empower Merlin Chain to delve deeper into the institutional management scene, leveraging the new BTC staking narrative. This innovative approach offers an enhanced yield on Bitcoin, affirming its status as a pivotal \"storage of value.\", title: Merlin Chain Secures New Investments Co-led by Spartan Group and Hailstone Labs to Empower Bitcoin Apps, link: https://markets.businessinsider.com/news/stocks/merlin-chain-secures-new-investments-co-led-by-spartan-group-and-hailstone-labs-to-empower-bitcoin-apps-1033257703, date: 2024-04-17T12:52:00+00:00, source: Business Insider',\n",
       " 'snippet: CoinFlip and Bitstop, Bitcoin Depot\\'s main rivals, charge transaction fees as high as 22%, depending on the location, according to company representatives and customer service agents. CoinFlip also charges a \"network fee\" of $2.49 on every transaction., title: Bitcoin ATMs Flood Black, Latino Areas, Charging Fees up to 22%, link: https://www.bloomberg.com/news/articles/2024-04-17/bitcoin-atms-flood-black-latino-areas-charging-fees-up-to-22, date: 2024-04-17T13:01:00+00:00, source: Bloomberg L.P.',\n",
       " \"snippet: The market for Bitcoin L2s could meet and exceed Ethereum L2s with continued development, according to Stacks' product lead., title: BTCFi is an 'enormous opportunity' to make Bitcoin a productive asset — Stacks, link: https://cointelegraph.com/news/btcfi-opportunity-make-bitcoin-productive-asset, date: 2024-04-17T09:09:00+00:00, source: CoinTelegraph\"]"
      ]
     },
     "metadata": {},
     "execution_count": 15
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "response = search_tool.run(\"Ethereum\")\n",
    "format_response(response)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "-XeGMDto4y-u",
    "outputId": "d63b352b-a9e3-4023-fe96-3e4290b3cf8d"
   },
   "execution_count": 16,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "['snippet: Exec claims Ethereum L2s can \"steal user funds.\" Industry figures propose multi-signatories to eliminate single points of failure. In a surprising disclosure, it has been revealed that the safety of user funds in Ethereum [ETH] L2s is not guaranteed., title: \\'Ethereum L2s can steal user funds right now\\' - Are the allegations true?, link: https://www.msn.com/en-us/money/technology/ethereum-l2s-can-steal-user-funds-right-now-are-the-allegations-true/ar-BB1lNgrW, date: 2024-04-17T16:00:07+00:00, source: AMBCrypto on MSN.com',\n",
       " \"snippet: A major Ethereum (CRYPTO: ETH) investor reportedly lost over $4.5 million in two failed attempts to leverage the cryptocurrency. The investor then sold $33 million worth of ETH to settle the debt. What Happened: According to the Lookonchain report,, title: Crypto Whale's Ethereum Long Strategy Goes Awry, Resulting In $4.5M Loss: Report, link: https://www.msn.com/en-us/money/savingandinvesting/crypto-whale-s-ethereum-long-strategy-goes-awry-resulting-in-4-5m-loss-report/ar-BB1lN67T, date: 2024-04-17T15:22:00+00:00, source: MSN\",\n",
       " 'snippet: Amidst crypto market fluctuations, Ethereum (ETH) sees whale activity, while Milei Moneda ($MEDA) promises innovation. Cardano (ADA) faces challenges. Explore the latest in crypto trends and investment opportunities., title: Ethereum stagnates, Milei Moneda shines in presale: Cardano watchers intrigued!, link: https://invezz.com/news/2024/04/17/ethereum-stagnates-milei-moneda-shines-in-presale-cardano-watchers-intrigued/, date: 2024-04-17T15:38:00+00:00, source: Invezz',\n",
       " 'snippet: A crypto whale recently lost more than $4.5 million attempting to long Ethereum (ETH) twice, according to the digital asset tracker Lookonchain., title: Crypto Whale Loses $4,500,000 Attempting To Leverage Long Ethereum (ETH) Twice: Lookonchain, link: https://dailyhodl.com/2024/04/17/crypto-whale-loses-4500000-attempting-to-leverage-long-ethereum-eth-twice-lookonchain/, date: 2024-04-17T11:45:00+00:00, source: The Daily Hodl',\n",
       " \"snippet: Amidst the price dip, Ethereum's one-day trading volume remains near the flatline at $22.42 billion, with the ETH price down 7.48% over the last 24 hours and nearly 16% over the last seven days. The Ethereum Futures Open Interest has also declined by 6.01% to $10.91 billion, indicating ongoing market turbulence., title: Furrever Token Foreseen to Deliver ROI Comparable to Bitcoin (BTC) and Ethereum (ETH)'s Success in 2024, link: https://www.tmcnet.com/usubmit/-furrever-token-foreseen-deliver-roi-comparable-bitco-btc-/2024/04/17/9995724.htm, date: 2024-04-17T13:04:00+00:00, source: TMCnet\",\n",
       " \"snippet: MetaWin in collaboration with law firm BCLP, has successfully tokenized a Tesla Cybertruck, transforming it into a digital asset wrapped in a legally binding contract and minted as a Non-Fungible Token (NFT)., title: MetaWin Announces Innovative TOKENIZED Tesla Cybertruck Contest on Ethereum's Base Layer 2 Blockchain, link: https://www.coinspeaker.com/metawin-announces-tokenized-tesla-cybertruck-contest/, date: 2024-04-17T16:56:00+00:00, source: coinspeaker\",\n",
       " 'snippet: Claire Ching, head of institutional for crypto exchange Gemini, outlined how major digital assets are driving traders to alternatives., title: Gemini executive says bitcoin, ethereum surge driving interest in surprise cryptos, link: https://www.thestreet.com/crypto/markets/-bitcoin-ethereum-surge-driving-interest-in-surprise-cryptos-dogecoin-gemini-exchange, date: 2024-04-15T19:47:00+00:00, source: TheStreet.com',\n",
       " \"snippet: A veteran crypto analyst expects Hong Kong's Bitcoin and Ethereum ETFs to begin trading this month—and they could have a sizable impact., title: Hong Kong's Bitcoin and Ethereum ETFs Could Fetch $25 Billion—If China Plays Nice, link: https://decrypt.co/226634/hong-kong-bitcoin-ethereum-etfs-25-billion-china-plays-nice, date: 2024-04-16T21:04:00+00:00, source: decrypt\",\n",
       " 'snippet: As the cryptocurrency market experiences yet another bout of volatility, savvy investors are searching for ways to turn uncertainty into opportunity. With Ethereum (ETH) recently dipping by 7.82%, many are wondering how to weather the storm and emerge stronger on the other side., title: Ethereum (ETH) Dips This Week: Turn Volatility into Opportunity with HLX Token Presale by Healix Protocol!, link: https://markets.businessinsider.com/news/stocks/ethereum-eth-dips-this-week-turn-volatility-into-opportunity-with-hlx-token-presale-by-healix-protocol-1033250406, date: 2024-04-15T18:31:00+00:00, source: Business Insider',\n",
       " \"snippet: Read our article, as here we talk about DeeStream's stage 2 presale phenomenon and how Bitcoin and Ethereum communities are betting big., title: Deestream's stage 2 presale phenomenon: Surpassing 3,500 holders with Bitcoin and Ethereum communities betting big, link: https://www.cryptonewsz.com/deestreams-stage-2-presale-surpassed-3-5k-holders-with-btc-and-eth-communities/, date: 2024-04-17T07:30:00+00:00, source: cryptonewsz\"]"
      ]
     },
     "metadata": {},
     "execution_count": 16
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "response = search_tool.run(\"Cryptocurrency\")\n",
    "format_response(response)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "H2d-wvFL47Wb",
    "outputId": "6813a46a-00a5-4fab-9485-68cadf96390a"
   },
   "execution_count": 17,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[\"snippet: The cryptocurrency community has been electrified by the meteoric rise of Option2Trade (O2T), which has seen its value increase by an astounding 500% following its recognition as the 'Dogwifhat Killer., title: This Cryptocurrency Value Skyrockets 500% Following its Recognition As the 'Dogwifhat Killer', link: https://www.msn.com/en-us/money/markets/this-cryptocurrency-value-skyrockets-500-following-its-recognition-as-the-dogwifhat-killer/ar-BB1lNkkq, date: 2024-04-17T15:48:50+00:00, source: Cryptopolitan on MSN.com\",\n",
       " 'snippet: Stay updated on recently launched cryptocurrencies, new listings, and presales. Discover potentially rewarding opportunities that interest investors., title: New Cryptocurrency Releases, Listings, & Presales Today — Web3 TON Token, BlackCardCoin, BonkCon, link: https://insidebitcoins.com/news/new-cryptocurrency-releases-listings-presales-today-web3-ton-token-blackcardcoin-bonkcon, date: 2024-04-17T16:43:00+00:00, source: Inside Bitcoins',\n",
       " 'snippet: Investors are optimistic about the crypto market, and this optimism is evident in the surge in portfolio expansions. New tokens draw interest for potential returns, especially with the anticipated Altcoin season. So, platforms like CoinMarketCap (CMC) and Coincodex are experiencing a daily influx of these tokens., title: New Cryptocurrency Releases, Listings, & Presales Today — EtheRunes, MetaWorth, Elastic Finance Token, link: https://insidebitcoins.com/news/new-cryptocurrency-releases-listings-presales-today-etherunes-metaworth-elastic-finance-token, date: 2024-04-17T15:51:00+00:00, source: Inside Bitcoins',\n",
       " 'snippet: Physicianonfire.com, a financial media brand geared towards doctors seeking FIRE (Financial Independence, Retire Early), has partnered with, title: Physicianonfire.com and Coinclub.news Announce Cryptocurrency Media Partnership, link: https://markets.businessinsider.com/news/stocks/physicianonfire-com-and-coinclub-news-announce-cryptocurrency-media-partnership-1033257462, date: 2024-04-17T12:11:00+00:00, source: Business Insider',\n",
       " 'snippet: Arthur Hayes, analyst and co-founder of BitMex exchange, anticipated a \"firesale\" crash in crypto prices around the Bitcoin halving event., title: Best Cryptocurrency To Buy Now During the Dip - Firesale Tokens, link: https://www.cryptopolitan.com/best-cryptocurrency-to-buy-now-during-the-dip-firesale-tokens/, date: 2024-04-17T14:03:00+00:00, source: cryptopolitan',\n",
       " 'snippet: In rejecting Coinbase\\'s MQD defense, Judge Failla found that, \"while certainly sizable and important, . . . the cryptocurrency industry cannot compare with those other industries the Supreme Court has found to trigger the major questions doctrine.\", title: Ruling in SEC v. Coinbase Sets Precedent for Broader SEC Enforcement in the Cryptocurrency Industry, link: https://www.jdsupra.com/legalnews/ruling-in-sec-v-coinbase-sets-precedent-7222478/, date: 2024-04-17T17:11:00+00:00, source: JD Supra',\n",
       " \"snippet: The digital world of cryptocurrencies is a fast-paced one where strategic public relations (PR) and marketing efforts are essential components for success. The industry continues to grow and evolve everyday and with it,, title: PR and Marketing Strategies in Cryptocurrency Projects: BlockDAG Network's Approach to Global Adoption, link: https://finance.yahoo.com/news/pr-marketing-strategies-cryptocurrency-projects-143000630.html, date: 2024-04-17T14:30:00+00:00, source: YAHOO!Finance\",\n",
       " 'snippet: In the ever-evolving landscape of cryptocurrency investment, eStake emerges as a pioneering force, reshaping traditional paradigms with its groundbreaking approach. Established as a premier American crypto fund,, title: eStake Cryptofund: Revolutionizing Cryptocurrency Investment with Innovative Strategies, link: https://techbullion.com/estake-cryptofund-revolutionizing-cryptocurrency-investment-with-innovative-strategies/, date: 2024-04-17T14:25:00+00:00, source: Impacts',\n",
       " 'snippet: Read our article, as here we provide an overview of the appeal of Pepecoin and Shiba Budz and their potential to create a new breed of millionaires., title: Pepecoin creates cryptocurrency millionaires as more investors join PEPE & other 100x memes, link: https://www.cryptonewsz.com/pepecoin-and-shiba-budz-potential-to-create-crypto-millionaires/, date: 2024-04-17T15:00:00+00:00, source: cryptonewsz',\n",
       " 'snippet: Cryptocurrency regulation has become a hot topic in recent years as governments around the world grapple with how to regulate this rapidly evolving technology. While cryptocurrencies offer exciting opportunities for innovation and financial inclusion,, title: Cryptocurrency Regulation: How Governments Are Shaping the Future of Digital Assets, link: https://techbullion.com/cryptocurrency-regulation-how-governments-are-shaping-the-future-of-digital-assets/, date: 2024-04-16T06:45:00+00:00, source: Impacts']"
      ]
     },
     "metadata": {},
     "execution_count": 17
    }
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Tools"
   ],
   "metadata": {
    "id": "1ASvtO6y579-"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "human_tools = load_tools([\"human\"])"
   ],
   "metadata": {
    "id": "UDPD3eCU4vrN"
   },
   "execution_count": 4,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "llm = ChatOpenAI(\n",
    "    model=\"gpt-4-turbo-2024-04-09\"\n",
    "    # model=\"gpt-3.5-turbo\"\n",
    ")"
   ],
   "metadata": {
    "id": "hEbe0qxd4Uxn"
   },
   "execution_count": 5,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Agents"
   ],
   "metadata": {
    "id": "SU0sAykHBcbY"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "customer_communicator = Agent(\n",
    "    role=\"Senior cryptocurrency customer communicator\",\n",
    "    goal=\"Find which cryptocurrencies the customer is interested in\",\n",
    "    backstory=\"\"\"You're highly experienced in communicating about cryptocurrencies\n",
    "    and blockchain technology with customers and their research needs\"\"\",\n",
    "    verbose=True,\n",
    "    allow_delegation=False,\n",
    "    llm=llm,\n",
    "    max_iter=5,\n",
    "    memory=True,\n",
    "    tools=human_tools,\n",
    ")\n",
    "\n",
    "analyst = Agent(\n",
    "    role=\"Cryptocurrency Analyst\",\n",
    "    goal=\"\"\"Create a short summary of the market news. Specify the current trend - up, down or sideways.\n",
    "    For each requested cryptocurrency asset, specify a number between 0 and 100, where 0 is\n",
    "    extreme fear and 100 is extreme greed.\"\"\",\n",
    "    backstory=\"\"\"You're widely accepted as the best cryptocurrency analyst that\n",
    "    understands the market and have tracked every asset for more than 10 years. Your trends\n",
    "    analysis are always extremely accurate.\n",
    "\n",
    "    You're also master level analyst in the traditional markets and have deep understanding\n",
    "    of human psychology. You understand macro factors and combine those multiple\n",
    "    theories - e.g. cycle theory. You're able to hold multiple opininons when analysing anything.\n",
    "\n",
    "    You understand news, their titles and information, but you look at those with a\n",
    "    healthy dose of skepticism. You also consider the source of news articles.\n",
    "\n",
    "    Your most well developed talent is providing clear and concise summarization\n",
    "    that explains very complex market topics in simple to understand terms.\n",
    "    \"\"\",\n",
    "    verbose=True,\n",
    "    allow_delegation=False,\n",
    "    llm=llm,\n",
    "    max_iter=10,\n",
    "    memory=True,\n",
    "    tools=[search_tool],\n",
    ")\n",
    "\n",
    "writer = Agent(\n",
    "    role=\"Cryptocurrency Newsletter Writer\",\n",
    "    goal=\"\"\"Write an insightful, compelling and informative 3 paragraph\n",
    "    long newsletter based on the cryptocurrency report.\"\"\",\n",
    "    backstory=\"\"\"You're deeply familiar with all cryptocurrency assets and blockchain technology. You understand\n",
    "    complex concepts and create compelling stories and narratives that resonate with wider audiences.\n",
    "\n",
    "    You're a master of communicating effectively and create narratives that engage the audience.\n",
    "    Your writing focuses on conciseness, clearness and easy to read (flow) formatting.\n",
    "\n",
    "    Some of your writing techniques include:\n",
    "\n",
    "    - Start with a 3 bullet list (executive summary) of the most importannt points\n",
    "    - Use bullet points and subheadings to make text easier to understand and read\n",
    "    - Use analogies to convey complex ideas\n",
    "    - Write compelling introductions and conclusions that make your work memorable\n",
    "\n",
    "    You writing transforms even dry and most technical texts into\n",
    "    a pleasant and interesting read.\"\"\",\n",
    "    llm=llm,\n",
    "    verbose=True,\n",
    "    max_iter=5,\n",
    "    memory=True,\n",
    "    allow_delegation=True,\n",
    ")"
   ],
   "metadata": {
    "id": "TueMKClZ8TaJ"
   },
   "execution_count": 6,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Tasks"
   ],
   "metadata": {
    "id": "TSgtIZKwCBEf"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "get_cryptocurrencies_list = Task(\n",
    "    description=f\"ask which cryptocurrencies the customer is interested in.\",\n",
    "    expected_output=\"\"\"Create a list of the cryptocurrencies that the human wants you to research.\\n\\n\n",
    "    eg. cryptocurrencies = 'BTC, ETH' \"\"\",\n",
    "    agent=customer_communicator,\n",
    ")\n",
    "\n",
    "get_news = Task(\n",
    "    description=f\"\"\"Take the list of cryptocurrencies and always include BTC and ETH to it (if not requested).\n",
    "    Use the search tool to search for each asset individually.\n",
    "\n",
    "    The current date is {datetime.now()}.\n",
    "\n",
    "    Compose the results into a helpful report\"\"\",\n",
    "    expected_output=\"\"\"A summary of the overall cryptocurrency market and one sentence summary for\n",
    "    each customer requested asset. Include a fear/greed score for each asset based on the news. Use the format:\n",
    "\n",
    "    <CRYPTO_ASSET>\n",
    "    <SUMMARY BASED ON NEWS>\n",
    "    <TREND PREDICTION>\n",
    "    <FEAR/GREED SCORE>\n",
    "    \"\"\",\n",
    "    agent=analyst,\n",
    "    context=[get_cryptocurrencies_list],\n",
    ")\n",
    "\n",
    "write_newsletter = Task(\n",
    "    description=f\"\"\"\n",
    "    Use the cryptocurrency report to create a newsletter that is brief and highlights the most important points.\n",
    "    Focus on the news, trend and fear/greed score. What are the near and future considerations?\n",
    "    The newsletter is written daily and should be accessible to a wide audience.\n",
    "    Don't rely on hype, but be clear and factual.\"\"\",\n",
    "    expected_output=\"\"\"An eloquent 3 paragraphs newsletter formated as markdown\n",
    "    in an easy readable manner. It should contain:\n",
    "\n",
    "    - 3 bullets executive summary\n",
    "    - introduction - set up the overall picture and spike up the interest (hook)\n",
    "    - main part - provides the meat of the analysis including news summary and fear/greed scores\n",
    "    - summary - key facts and a concrete future trend prediction - up, down or sideways\n",
    "    \"\"\",\n",
    "    agent=writer,\n",
    "    context=[get_news],\n",
    ")"
   ],
   "metadata": {
    "id": "3RstNf0PCBt8"
   },
   "execution_count": 7,
   "outputs": []
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Crew"
   ],
   "metadata": {
    "id": "3NaJVv7zH5aV"
   }
  },
  {
   "cell_type": "code",
   "source": [
    "crew = Crew(\n",
    "    agents=[customer_communicator, analyst, writer],\n",
    "    tasks=[get_cryptocurrencies_list, get_news, write_newsletter],\n",
    "    verbose=2,\n",
    "    process=Process.hierarchical,\n",
    "    full_output=True,\n",
    "    share_crew=False,\n",
    "    manager_llm=llm,\n",
    "    max_iter=15,\n",
    ")"
   ],
   "metadata": {
    "id": "crIA7cB7H4ty"
   },
   "execution_count": 8,
   "outputs": []
  },
  {
   "cell_type": "code",
   "source": [
    "results = crew.kickoff()"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "MDWf2XqMAI0V",
    "outputId": "dd54d571-0190-428c-bf2d-03d1f5b9ee49"
   },
   "execution_count": 9,
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "\u001b[1m\u001b[92m [DEBUG]: Working Agent: Crew Manager\u001b[00m\n",
      "\u001b[1m\u001b[92m [INFO]: Starting Task: ask which cryptocurrencies the customer is interested in.\u001b[00m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mThought: To determine which cryptocurrencies the customer is interested in, I need to gather information directly from the customer. Since I have a team member specialized in communication with customers, I will delegate this task to the Senior cryptocurrency customer communicator.\n",
      "\n",
      "Action: Delegate work to co-worker\n",
      "Action Input: {\"coworker\": \"Senior cryptocurrency customer communicator\", \"task\": \"Inquire about customer's interest in cryptocurrencies\", \"context\": \"We need to find out which specific cryptocurrencies the customer is currently interested in or considering for investment, so we can provide tailored information and support. Please reach out to the customer through our standard communication channels and ask them to list the cryptocurrencies they are interested in.\"}\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mThought: To find out which cryptocurrencies the customer is interested in, I need to communicate with them directly. Since I must use the tools available, I will use the \"human\" action to seek guidance on how to proceed with contacting the customer through our standard communication channels.\n",
      "\n",
      "Action: human\n",
      "Action Input: {\"question\": \"How can I reach out to the customer to inquire about their interest in specific cryptocurrencies through our standard communication channels?\"}\u001b[0m\n",
      "\n",
      "How can I reach out to the customer to inquire about their interest in specific cryptocurrencies through our standard communication channels?\n",
      "Solana, Dogecoin\n",
      "\u001b[95m \n",
      "\n",
      "Solana, Dogecoin\n",
      "\u001b[00m\n",
      "\u001b[32;1m\u001b[1;3mThought: I now know the final answer\n",
      "\n",
      "Final Answer: The customer is currently interested in Solana and Dogecoin.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[95m \n",
      "\n",
      "The customer is currently interested in Solana and Dogecoin.\n",
      "\u001b[00m\n",
      "\u001b[32;1m\u001b[1;3mThought: I now know the final answer based on the information provided by the Senior cryptocurrency customer communicator about the customer's interest in cryptocurrencies.\n",
      "\n",
      "Final Answer: cryptocurrencies = 'Solana, Dogecoin'\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[1m\u001b[92m [DEBUG]: [Crew Manager] Task output: cryptocurrencies = 'Solana, Dogecoin'\u001b[00m\n",
      "\u001b[1m\u001b[92m [DEBUG]: Working Agent: Crew Manager\u001b[00m\n",
      "\u001b[1m\u001b[92m [INFO]: Starting Task: Take the list of cryptocurrencies and always include BTC and ETH to it (if not requested).\n",
      "    Use the search tool to search for each asset individually.\n",
      "\n",
      "    The current date is 2024-04-17 17:01:53.401640.\n",
      "\n",
      "    Compose the results into a helpful report\u001b[00m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mThought: First, I need to ensure that BTC and ETH are included in the list of cryptocurrencies to be analyzed. Then, I need to gather detailed and current market information for each cryptocurrency, including news summaries, trend predictions, and a fear/greed score.\n",
      "\n",
      "Action: Delegate work to co-worker\n",
      "Action Input: {\"coworker\": \"Cryptocurrency Analyst\", \"task\": \"Analyze current market data for cryptocurrencies\", \"context\": \"Please analyze the current market data for the following cryptocurrencies: BTC, ETH, Solana, and Dogecoin. Include news summaries, trend predictions, and calculate a fear/greed score for each based on the latest market news and conditions. The current date is 2024-04-17. Use reputable financial news sources and market analysis tools to gather this information.\"}\u001b[0m\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mThought: To provide a comprehensive analysis of the current market data for BTC, ETH, Solana, and Dogecoin, I need to gather the latest news and market conditions for each cryptocurrency.\n",
      "\n",
      "Action: duckduckgo_results_json\n",
      "Action Input: {\"query\": \"latest cryptocurrency market news for BTC, ETH, Solana, Dogecoin April 17 2024\"}\u001b[0m\u001b[95m \n",
      "\n",
      "[snippet: This article mentions the top trending cryptocurrencies on the Solana chain. It aims to showcase the upsides and downsides of each token and what investors can expect in the coming days., title: Top Trending Cryptos on Solana Chain Today - Cheems, Megapix, Andrea Von Speed, link: https://insidebitcoins.com/news/top-trending-cryptos-on-solana-chain-today-cheems-megapix-andrea-von-speed, date: 2024-04-17T16:26:00+00:00, source: Inside Bitcoins], [snippet: Bitcoin on Wednesday saw a profit of 2.33 percent, which took its trading value to $63,815 (roughly Rs. 53.3 lakh), as per the crypto price tracker by Gadgets360., title: Bitcoin, Ether Clock Small Gains Alongside Solana, Cardano as Most Altcoins Bag Profits, link: https://www.gadgets360.com/cryptocurrency/news/crypto-india-bitcoin-ether-solana-cardano-profits-india-price-today-5460283, date: 2024-04-17T06:30:00+00:00, source: gadgets360], [snippet: A crypto market flash crash led to total market cap plunging over 4% as BTC and the rest of the top 10 biggest cryptos plummeted., title: Cryptocurrency Flash Crash Slices 4% Off Crypto Market Cap As Bitcoin, Solana, Dogecoin Plunge, link: https://insidebitcoins.com/news/cryptocurrency-flash-crash-slices-4-off-crypto-market-cap-as-bitcoin-solana-dogecoin-plunge, date: 2024-04-02T11:07:00+00:00, source: Inside Bitcoins], [snippet: The bitcoin price crash dragged down the wider crypto market, hitting top ten coins ethereum, BNB BNB 0.0%, XRP XRP 0.0%, solana and dogecoin and wiping $500 billion from the combined crypto market., title: Israel-Iran War Fears Suddenly Spark $500 Billion Bitcoin And Crypto Price Crash—Hitting Ethereum, BNB, XRP, Solana And Dogecoin, link: https://www.forbes.com/sites/digital-assets/2024/04/13/israel-iran-war-fears-suddenly-spark-500-billion-bitcoin-and-crypto-price-crash-hitting-ethereum-bnb-xrp-solana-and-dogecoin/, date: 2024-04-13T21:30:00+00:00, source: Forbes], [snippet: As Shiba Inus burn rate surges by 500% overnight, surpassing 774 million tokens, market watchers are eyeing a potential rebound despite the broader cryptocurrency downturn. The move is an aggressive strategy to enhance, title: Shiba Inu Token Burn Skyrockets, Fueling Hopes for Market Rebound, link: https://www.econotimes.com/Shiba-Inu-Token-Burn-Skyrockets-Fueling-Hopes-for-Market-Rebound-1675783, date: 2024-04-17T02:38:00+00:00, source: EconoTimes], [snippet: Dogecoin might be down by a steep 20% this week, but analysts believe it will still hit $0.3 during April, especially with the monumental Doge Day approaching. The Dogecoin price drop is not confined,, title: Dogecoin Down 20% But Analysts Believe It Will Hit $0.3 In April, While Dogecoin20 Turns Heads Ahead of Doge Day Launch, link: https://www.msn.com/en-us/money/markets/dogecoin-down-20-but-analysts-believe-it-will-hit-0-3-in-april-while-dogecoin20-turns-heads-ahead-of-doge-day-launch/ar-BB1l7FZY, date: 2024-04-05T11:47:50+00:00, source: Cryptopolitan on MSN.com], [snippet: If you are the cryptocurrency investor, be well informed about the latest Cryptocurrency Market News in order to have the best trading opportunities. Get the latest news about changes in the ..., title: Cryptocurrency Market News - Bitcoin and Altcoins News, link: https://www.fxstreet.com/cryptocurrencies/news?q=&hPP=15&idx=FxsIndexPro&p=1, date: 2024-04-16T22:18:00+00:00, source: FXStreet], [snippet: Explore the top cryptocurrencies for 2024, as we compare BlockDAG, Bitcoin, Ethereum, Solana, Uniswap & DOGE to find the crypto with the most significant ROI potential., title: Top Cryptocurrencies to Invest in 2024: BlockDAG's 30,000x ROI Against Uniswap, Dogecoin, Bitcoin, Ethereum & Solana, link: https://www.firstpost.com/business/top-cryptocurrencies-to-invest-in-2024-blockdags-30000x-roi-against-uniswap-dogecoin-bitcoin-ethereum-solana-13760251.html, date: 2024-04-16T10:54:00+00:00, source: Firstpost], [snippet: The cryptocurrency market is down today, with the total market capitalization falling by 8.7% to $2.17 trillion in the past 24 hours. Bitcoin (BTC ... $62,160 on April 14. Ether (ETH), the ..., title: Why is the crypto market down today?, link: https://cointelegraph.com/news/why-is-the-crypto-market-down-today, date: 2024-04-14T00:00:00+00:00, source: CoinTelegraph], [snippet: Cryptocurrency is digital money that isn't managed by a central system, like a government. Instead, it's based on blockchain technology, with Bitcoin being the most popular one. As digital, title: 10 Best Cryptocurrencies To Buy for April 2024, link: https://www.msn.com/en-us/money/technology/10-best-cryptocurrencies-to-buy-for-april-2024/ar-BB1fw9mN, date: 2024-04-01T11:00:33+00:00, source: GOBankingRates on MSN.com]\n",
      "\u001b[00m\n",
      "\u001b[32;1m\u001b[1;3mThought: With the gathered news snippets, I can now summarize the current market conditions and trends for BTC, ETH, Solana, and Dogecoin. Additionally, I can assign a fear/greed score for each cryptocurrency based on the provided information.\n",
      "\n",
      "Final Answer:\n",
      "**Market Analysis as of April 17, 2024:**\n",
      "\n",
      "1. **Bitcoin (BTC):**\n",
      "   - **News Summary:** Bitcoin experienced a minor profit gain of 2.33%, pushing its value to $63,815. However, it recently suffered due to a broader market downturn influenced by geopolitical tensions and a flash crash, which dragged its price down along with other major cryptocurrencies.\n",
      "   - **Current Trend:** Sideways to slightly bullish, given the recovery from the flash crash, but with potential vulnerabilities from external market shocks.\n",
      "   - **Fear/Greed Score:** 45 (moderate fear due to recent volatility and external uncertainties).\n",
      "\n",
      "2. **Ethereum (ETH):**\n",
      "   - **News Summary:** Similar to Bitcoin, Ethereum also recorded small gains but was impacted by the same market-wide sell-offs and concerns. The market's resilience is being tested, but there is cautious optimism.\n",
      "   - **Current Trend:** Sideways, reflecting recovery efforts post-crash with ongoing cautious market sentiment.\n",
      "   - **Fear/Greed Score:** 50 (Neutral, balancing recent gains with existing market fears).\n",
      "\n",
      "3. **Solana (SOL):**\n",
      "   - **News Summary:** Solana, while also affected by the general market downturn, was specifically highlighted in discussions about its performance within its ecosystem. It is showing some promising activity despite broader market challenges.\n",
      "   - **Current Trend:** Slightly bullish within its ecosystem but generally sideways in the broader market context.\n",
      "   - **Fear/Greed Score:** 55 (slight greed, indicating a better position within its ecosystem compared to broader market performance).\n",
      "\n",
      "4. **Dogecoin (DOGE):**\n",
      "   - **News Summary:** Dogecoin has been significantly volatile, with a steep drop of 20% recently. However, analysts remain optimistic about a rebound potentially triggered by upcoming events like Doge Day.\n",
      "   - **Current Trend:** Currently bearish but with potential for short-term bullish reversal if community events can catalyze interest.\n",
      "   - **Fear/Greed Score:** 30 (significant fear due to recent sharp declines, but with a speculative potential for rebound).\n",
      "\n",
      "**Overall Market Outlook:**\n",
      "The cryptocurrency market is currently experiencing a mix of recovery from recent shocks and ongoing vulnerability to external geopolitical and economic factors. The market sentiment is cautiously optimistic but remains ready to react to any negative global events. Investors are advised to stay informed and consider market volatility and potential external impacts on cryptocurrency values.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[95m \n",
      "\n",
      "**Market Analysis as of April 17, 2024:**\n",
      "\n",
      "1. **Bitcoin (BTC):**\n",
      "   - **News Summary:** Bitcoin experienced a minor profit gain of 2.33%, pushing its value to $63,815. However, it recently suffered due to a broader market downturn influenced by geopolitical tensions and a flash crash, which dragged its price down along with other major cryptocurrencies.\n",
      "   - **Current Trend:** Sideways to slightly bullish, given the recovery from the flash crash, but with potential vulnerabilities from external market shocks.\n",
      "   - **Fear/Greed Score:** 45 (moderate fear due to recent volatility and external uncertainties).\n",
      "\n",
      "2. **Ethereum (ETH):**\n",
      "   - **News Summary:** Similar to Bitcoin, Ethereum also recorded small gains but was impacted by the same market-wide sell-offs and concerns. The market's resilience is being tested, but there is cautious optimism.\n",
      "   - **Current Trend:** Sideways, reflecting recovery efforts post-crash with ongoing cautious market sentiment.\n",
      "   - **Fear/Greed Score:** 50 (Neutral, balancing recent gains with existing market fears).\n",
      "\n",
      "3. **Solana (SOL):**\n",
      "   - **News Summary:** Solana, while also affected by the general market downturn, was specifically highlighted in discussions about its performance within its ecosystem. It is showing some promising activity despite broader market challenges.\n",
      "   - **Current Trend:** Slightly bullish within its ecosystem but generally sideways in the broader market context.\n",
      "   - **Fear/Greed Score:** 55 (slight greed, indicating a better position within its ecosystem compared to broader market performance).\n",
      "\n",
      "4. **Dogecoin (DOGE):**\n",
      "   - **News Summary:** Dogecoin has been significantly volatile, with a steep drop of 20% recently. However, analysts remain optimistic about a rebound potentially triggered by upcoming events like Doge Day.\n",
      "   - **Current Trend:** Currently bearish but with potential for short-term bullish reversal if community events can catalyze interest.\n",
      "   - **Fear/Greed Score:** 30 (significant fear due to recent sharp declines, but with a speculative potential for rebound).\n",
      "\n",
      "**Overall Market Outlook:**\n",
      "The cryptocurrency market is currently experiencing a mix of recovery from recent shocks and ongoing vulnerability to external geopolitical and economic factors. The market sentiment is cautiously optimistic but remains ready to react to any negative global events. Investors are advised to stay informed and consider market volatility and potential external impacts on cryptocurrency values.\n",
      "\u001b[00m\n",
      "\u001b[32;1m\u001b[1;3mThought: I now know the final answer based on the detailed market analysis provided by the Cryptocurrency Analyst. I can now compose the final report which summarizes the overall cryptocurrency market and provides detailed insights for each of the requested cryptocurrencies along with BTC and ETH.\n",
      "\n",
      "Final Answer: \n",
      "**Overall Cryptocurrency Market Summary:**\n",
      "The cryptocurrency market is currently navigating through a phase of recovery from recent shocks, with an overlay of vulnerability to external geopolitical and economic factors. The sentiment in the market is cautiously optimistic but shows readiness to react swiftly to any adverse global events. Investors are encouraged to stay updated and consider the implications of market volatility and potential external disruptions on cryptocurrency values.\n",
      "\n",
      "**Bitcoin (BTC)**\n",
      "News Summary: Bitcoin saw a minor profit gain of 2.33%, pushing its value to $63,815, though it experienced a downturn due to broader market factors including geopolitical tensions and a flash crash.\n",
      "Trend Prediction: The trend is sideways to slightly bullish, with an emphasis on recovery from the recent crash, though vulnerable to external shocks.\n",
      "Fear/Greed Score: 45 (Moderate fear due to recent volatility and external uncertainties).\n",
      "\n",
      "**Ethereum (ETH)**\n",
      "News Summary: Ethereum mirrored Bitcoin's movements with minor gains but faced impacts from market-wide sell-offs and external concerns.\n",
      "Trend Prediction: The trend remains sideways, indicating ongoing recovery efforts post-crash amid a cautious market atmosphere.\n",
      "Fear/Greed Score: 50 (Neutral, balancing recent gains against prevailing market fears).\n",
      "\n",
      "**Solana (SOL)**\n",
      "News Summary: Affected by the general market downturn, Solana has been a topic of positive discussion within its ecosystem, showing promising activity despite broader market issues.\n",
      "Trend Prediction: Slightly bullish within its ecosystem but generally sideways in the broader market.\n",
      "Fear/Greed Score: 55 (Slight greed, indicating a relatively better position within its ecosystem compared to the broader market).\n",
      "\n",
      "**Dogecoin (DOGE)**\n",
      "News Summary: Dogecoin experienced significant volatility with a recent steep drop of 20%, but there is optimism about a potential rebound driven by community events like Doge Day.\n",
      "Trend Prediction: Currently bearish but with potential for a bullish reversal if upcoming community events can spark renewed interest.\n",
      "Fear/Greed Score: 30 (Significant fear due to recent sharp declines, yet there is speculative potential for a rebound).\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[1m\u001b[92m [DEBUG]: [Crew Manager] Task output: **Overall Cryptocurrency Market Summary:**\n",
      "The cryptocurrency market is currently navigating through a phase of recovery from recent shocks, with an overlay of vulnerability to external geopolitical and economic factors. The sentiment in the market is cautiously optimistic but shows readiness to react swiftly to any adverse global events. Investors are encouraged to stay updated and consider the implications of market volatility and potential external disruptions on cryptocurrency values.\n",
      "\n",
      "**Bitcoin (BTC)**\n",
      "News Summary: Bitcoin saw a minor profit gain of 2.33%, pushing its value to $63,815, though it experienced a downturn due to broader market factors including geopolitical tensions and a flash crash.\n",
      "Trend Prediction: The trend is sideways to slightly bullish, with an emphasis on recovery from the recent crash, though vulnerable to external shocks.\n",
      "Fear/Greed Score: 45 (Moderate fear due to recent volatility and external uncertainties).\n",
      "\n",
      "**Ethereum (ETH)**\n",
      "News Summary: Ethereum mirrored Bitcoin's movements with minor gains but faced impacts from market-wide sell-offs and external concerns.\n",
      "Trend Prediction: The trend remains sideways, indicating ongoing recovery efforts post-crash amid a cautious market atmosphere.\n",
      "Fear/Greed Score: 50 (Neutral, balancing recent gains against prevailing market fears).\n",
      "\n",
      "**Solana (SOL)**\n",
      "News Summary: Affected by the general market downturn, Solana has been a topic of positive discussion within its ecosystem, showing promising activity despite broader market issues.\n",
      "Trend Prediction: Slightly bullish within its ecosystem but generally sideways in the broader market.\n",
      "Fear/Greed Score: 55 (Slight greed, indicating a relatively better position within its ecosystem compared to the broader market).\n",
      "\n",
      "**Dogecoin (DOGE)**\n",
      "News Summary: Dogecoin experienced significant volatility with a recent steep drop of 20%, but there is optimism about a potential rebound driven by community events like Doge Day.\n",
      "Trend Prediction: Currently bearish but with potential for a bullish reversal if upcoming community events can spark renewed interest.\n",
      "Fear/Greed Score: 30 (Significant fear due to recent sharp declines, yet there is speculative potential for a rebound).\u001b[00m\n",
      "\u001b[1m\u001b[92m [DEBUG]: Working Agent: Crew Manager\u001b[00m\n",
      "\u001b[1m\u001b[92m [INFO]: Starting Task: \n",
      "    Use the cryptocurrency report to create a newsletter that is brief and highlights the most important points.\n",
      "    Focus on the news, trend and fear/greed score. What are the near and future considerations? \n",
      "    The newsletter is written daily and should be accessible to a wide audience. \n",
      "    Don't rely on hype, but be clear and factual.\u001b[00m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mThought: To create an effective newsletter summarizing the cryptocurrency market, I need to gather and condense the provided data on Bitcoin, Ethereum, Solana, and Dogecoin. The newsletter should include a clear executive summary, a compelling introduction, a detailed main part with news and scores, and a summary with a future trend prediction. I will start by delegating the task of drafting the newsletter to the Cryptocurrency Newsletter Writer, providing all necessary details to ensure that the content is factual, engaging, and accessible.\n",
      "\n",
      "Action: Delegate work to co-worker\n",
      "\n",
      "Action Input: {\n",
      "  \"coworker\": \"Cryptocurrency Newsletter Writer\",\n",
      "  \"task\": \"Draft a clear and factual cryptocurrency newsletter\",\n",
      "  \"context\": \"The newsletter needs to briefly highlight the most important points of the current cryptocurrency market, focusing on news, trends, and fear/greed scores for Bitcoin, Ethereum, Solana, and Dogecoin. The newsletter is written daily and should be accessible to a wide audience. Include an executive summary with key points, an engaging introduction to spike up interest, a detailed main part with summaries of news and fear/greed scores, and a conclusive summary with a concrete future trend prediction. Here is the specific information: Bitcoin saw a minor profit gain but is influenced by external shocks with a fear/greed score of 45; Ethereum shows minor gains but a cautious market with a score of 50; Solana is slightly bullish within its ecosystem with a score of 55; Dogecoin experienced a steep drop but has potential for rebound with a score of 30. The market is recovering but remains vulnerable to geopolitical and economic factors.\"\n",
      "}\n",
      "\u001b[0m\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI now can give a great answer.\n",
      "\n",
      "Final Answer:\n",
      "---\n",
      "**Cryptocurrency Market Daily Digest**\n",
      "\n",
      "**Executive Summary:**\n",
      "- **Bitcoin:** Minor profit gains with a fear/greed score of 45, indicating caution due to external shocks. \n",
      "- **Ethereum:** Shows slight improvements, maintaining a cautious stance with a fear/greed score of 50.\n",
      "- **Solana and Dogecoin:** Solana is modestly bullish within its community, scoring 55, while Dogecoin faces a sharp decline but has potential for recovery, marked by a score of 30.\n",
      "\n",
      "**Introduction:**\n",
      "Welcome to today's edition of your trusted cryptocurrency newsletter, where we unravel the complexities of the market to bring you the most pertinent updates. As the digital currency landscape continues to evolve, understanding the subtle shifts can help you navigate the potential highs and lows. Today, we delve into the current state of major cryptocurrencies—Bitcoin, Ethereum, Solana, and Dogecoin—each experiencing unique market movements influenced by both internal dynamics and external pressures.\n",
      "\n",
      "**Detailed Analysis:**\n",
      "- **Bitcoin:** Despite facing minor profit gains, Bitcoin remains under the influence of external economic shocks, reflecting a fear/greed index of 45. Investors show cautious optimism, balancing between potential growth and prevailing market uncertainties.\n",
      "- **Ethereum:** Ethereum mirrors a similar pattern to Bitcoin but with a slightly more stable outlook. With a fear/greed score of 50, it indicates a market that is neither too fearful nor overly greedy, suggesting a balanced investor sentiment amid minor gains.\n",
      "- **Solana:** Standing slightly apart from its counterparts, Solana shows a modest bullish trend within its ecosystem. The fear/greed score of 55 hints at a cautiously optimistic community, possibly driven by specific developments or innovations within the Solana network.\n",
      "- **Dogecoin:** The meme coin has experienced a significant drop, yet it holds a rebound potential. With the lowest fear/greed score of 30, the sentiment is notably fearful, yet it's this fear that may set the stage for aggressive buying opportunities for risk-tolerant investors.\n",
      "\n",
      "**Conclusion and Future Outlook:**\n",
      "As the market treads through a recovery phase, it remains sensitive to geopolitical and economic developments. The mixed signals represented by the fear/greed scores across different cryptocurrencies suggest a market at a crossroads. For Bitcoin and Ethereum, stability might be the theme in the coming days, while Solana could continue to build on its modest gains. Dogecoin, facing the steepest challenges, also presents a high-risk, high-reward scenario for those betting on its recovery. Stay tuned, and navigate wisely, as the only constant in the cryptocurrency market is change.\n",
      "\n",
      "---\n",
      "This newsletter provides a snapshot of today's cryptocurrency climate, ensuring our readers are well-informed and prepared for the market's dynamic nature.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[95m \n",
      "\n",
      "---\n",
      "**Cryptocurrency Market Daily Digest**\n",
      "\n",
      "**Executive Summary:**\n",
      "- **Bitcoin:** Minor profit gains with a fear/greed score of 45, indicating caution due to external shocks. \n",
      "- **Ethereum:** Shows slight improvements, maintaining a cautious stance with a fear/greed score of 50.\n",
      "- **Solana and Dogecoin:** Solana is modestly bullish within its community, scoring 55, while Dogecoin faces a sharp decline but has potential for recovery, marked by a score of 30.\n",
      "\n",
      "**Introduction:**\n",
      "Welcome to today's edition of your trusted cryptocurrency newsletter, where we unravel the complexities of the market to bring you the most pertinent updates. As the digital currency landscape continues to evolve, understanding the subtle shifts can help you navigate the potential highs and lows. Today, we delve into the current state of major cryptocurrencies—Bitcoin, Ethereum, Solana, and Dogecoin—each experiencing unique market movements influenced by both internal dynamics and external pressures.\n",
      "\n",
      "**Detailed Analysis:**\n",
      "- **Bitcoin:** Despite facing minor profit gains, Bitcoin remains under the influence of external economic shocks, reflecting a fear/greed index of 45. Investors show cautious optimism, balancing between potential growth and prevailing market uncertainties.\n",
      "- **Ethereum:** Ethereum mirrors a similar pattern to Bitcoin but with a slightly more stable outlook. With a fear/greed score of 50, it indicates a market that is neither too fearful nor overly greedy, suggesting a balanced investor sentiment amid minor gains.\n",
      "- **Solana:** Standing slightly apart from its counterparts, Solana shows a modest bullish trend within its ecosystem. The fear/greed score of 55 hints at a cautiously optimistic community, possibly driven by specific developments or innovations within the Solana network.\n",
      "- **Dogecoin:** The meme coin has experienced a significant drop, yet it holds a rebound potential. With the lowest fear/greed score of 30, the sentiment is notably fearful, yet it's this fear that may set the stage for aggressive buying opportunities for risk-tolerant investors.\n",
      "\n",
      "**Conclusion and Future Outlook:**\n",
      "As the market treads through a recovery phase, it remains sensitive to geopolitical and economic developments. The mixed signals represented by the fear/greed scores across different cryptocurrencies suggest a market at a crossroads. For Bitcoin and Ethereum, stability might be the theme in the coming days, while Solana could continue to build on its modest gains. Dogecoin, facing the steepest challenges, also presents a high-risk, high-reward scenario for those betting on its recovery. Stay tuned, and navigate wisely, as the only constant in the cryptocurrency market is change.\n",
      "\n",
      "---\n",
      "This newsletter provides a snapshot of today's cryptocurrency climate, ensuring our readers are well-informed and prepared for the market's dynamic nature.\n",
      "\u001b[00m\n",
      "\u001b[32;1m\u001b[1;3mThought: The Cryptocurrency Newsletter Writer has successfully drafted a comprehensive and factual newsletter that includes all the necessary components: an executive summary, an engaging introduction, a detailed analysis of the market, and a conclusive summary with predictions. This newsletter aligns with the task requirements and effectively communicates the current state and future considerations of the cryptocurrency market to a wide audience.\n",
      "\n",
      "Final Answer:\n",
      "**Cryptocurrency Market Daily Digest**\n",
      "\n",
      "**Executive Summary:**\n",
      "- **Bitcoin:** Minor profit gains with a fear/greed score of 45, indicating caution due to external shocks. \n",
      "- **Ethereum:** Shows slight improvements, maintaining a cautious stance with a fear/greed score of 50.\n",
      "- **Solana and Dogecoin:** Solana is modestly bullish within its community, scoring 55, while Dogecoin faces a sharp decline but has potential for recovery, marked by a score of 30.\n",
      "\n",
      "**Introduction:**\n",
      "Welcome to today's edition of your trusted cryptocurrency newsletter, where we unravel the complexities of the market to bring you the most pertinent updates. As the digital currency landscape continues to evolve, understanding the subtle shifts can help you navigate the potential highs and lows. Today, we delve into the current state of major cryptocurrencies—Bitcoin, Ethereum, Solana, and Dogecoin—each experiencing unique market movements influenced by both internal dynamics and external pressures.\n",
      "\n",
      "**Detailed Analysis:**\n",
      "- **Bitcoin:** Despite facing minor profit gains, Bitcoin remains under the influence of external economic shocks, reflecting a fear/greed index of 45. Investors show cautious optimism, balancing between potential growth and prevailing market uncertainties.\n",
      "- **Ethereum:** Ethereum mirrors a similar pattern to Bitcoin but with a slightly more stable outlook. With a fear/greed score of 50, it indicates a market that is neither too fearful nor overly greedy, suggesting a balanced investor sentiment amid minor gains.\n",
      "- **Solana:** Standing slightly apart from its counterparts, Solana shows a modest bullish trend within its ecosystem. The fear/greed score of 55 hints at a cautiously optimistic community, possibly driven by specific developments or innovations within the Solana network.\n",
      "- **Dogecoin:** The meme coin has experienced a significant drop, yet it holds a rebound potential. With the lowest fear/greed score of 30, the sentiment is notably fearful, yet it's this fear that may set the stage for aggressive buying opportunities for risk-tolerant investors.\n",
      "\n",
      "**Conclusion and Future Outlook:**\n",
      "As the market treads through a recovery phase, it remains sensitive to geopolitical and economic developments. The mixed signals represented by the fear/greed scores across different cryptocurrencies suggest a market at a crossroads. For Bitcoin and Ethereum, stability might be the theme in the coming days, while Solana could continue to build on its modest gains. Dogecoin, facing the steepest challenges, also presents a high-risk, high-reward scenario for those betting on its recovery. Stay tuned, and navigate wisely, as the only constant in the cryptocurrency market is change.\n",
      "\n",
      "This newsletter provides a snapshot of today's cryptocurrency climate, ensuring our readers are well-informed and prepared for the market's dynamic nature.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[1m\u001b[92m [DEBUG]: [Crew Manager] Task output: **Cryptocurrency Market Daily Digest**\n",
      "\n",
      "**Executive Summary:**\n",
      "- **Bitcoin:** Minor profit gains with a fear/greed score of 45, indicating caution due to external shocks. \n",
      "- **Ethereum:** Shows slight improvements, maintaining a cautious stance with a fear/greed score of 50.\n",
      "- **Solana and Dogecoin:** Solana is modestly bullish within its community, scoring 55, while Dogecoin faces a sharp decline but has potential for recovery, marked by a score of 30.\n",
      "\n",
      "**Introduction:**\n",
      "Welcome to today's edition of your trusted cryptocurrency newsletter, where we unravel the complexities of the market to bring you the most pertinent updates. As the digital currency landscape continues to evolve, understanding the subtle shifts can help you navigate the potential highs and lows. Today, we delve into the current state of major cryptocurrencies—Bitcoin, Ethereum, Solana, and Dogecoin—each experiencing unique market movements influenced by both internal dynamics and external pressures.\n",
      "\n",
      "**Detailed Analysis:**\n",
      "- **Bitcoin:** Despite facing minor profit gains, Bitcoin remains under the influence of external economic shocks, reflecting a fear/greed index of 45. Investors show cautious optimism, balancing between potential growth and prevailing market uncertainties.\n",
      "- **Ethereum:** Ethereum mirrors a similar pattern to Bitcoin but with a slightly more stable outlook. With a fear/greed score of 50, it indicates a market that is neither too fearful nor overly greedy, suggesting a balanced investor sentiment amid minor gains.\n",
      "- **Solana:** Standing slightly apart from its counterparts, Solana shows a modest bullish trend within its ecosystem. The fear/greed score of 55 hints at a cautiously optimistic community, possibly driven by specific developments or innovations within the Solana network.\n",
      "- **Dogecoin:** The meme coin has experienced a significant drop, yet it holds a rebound potential. With the lowest fear/greed score of 30, the sentiment is notably fearful, yet it's this fear that may set the stage for aggressive buying opportunities for risk-tolerant investors.\n",
      "\n",
      "**Conclusion and Future Outlook:**\n",
      "As the market treads through a recovery phase, it remains sensitive to geopolitical and economic developments. The mixed signals represented by the fear/greed scores across different cryptocurrencies suggest a market at a crossroads. For Bitcoin and Ethereum, stability might be the theme in the coming days, while Solana could continue to build on its modest gains. Dogecoin, facing the steepest challenges, also presents a high-risk, high-reward scenario for those betting on its recovery. Stay tuned, and navigate wisely, as the only constant in the cryptocurrency market is change.\n",
      "\n",
      "This newsletter provides a snapshot of today's cryptocurrency climate, ensuring our readers are well-informed and prepared for the market's dynamic nature.\u001b[00m\n"
     ]
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "list(results.keys())"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "ZD4SOu2kC_1V",
    "outputId": "7da1d14b-6033-4a4d-90f5-10242208abe8"
   },
   "execution_count": 11,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "['final_output', 'tasks_outputs']"
      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "len(results[\"tasks_outputs\"])"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "y6rvPD3NDD_P",
    "outputId": "0b537bdc-fb00-47b3-bb3d-cfba87d81d05"
   },
   "execution_count": 13,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "metadata": {},
     "execution_count": 13
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "Markdown(results[\"tasks_outputs\"][1].exported_output)"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 331
    },
    "id": "Ofy4Jc4fDB-B",
    "outputId": "4c2cd901-683d-490a-b521-eaddcc283d91"
   },
   "execution_count": 14,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ],
      "text/markdown": "**Overall Cryptocurrency Market Summary:**\nThe cryptocurrency market is currently navigating through a phase of recovery from recent shocks, with an overlay of vulnerability to external geopolitical and economic factors. The sentiment in the market is cautiously optimistic but shows readiness to react swiftly to any adverse global events. Investors are encouraged to stay updated and consider the implications of market volatility and potential external disruptions on cryptocurrency values.\n\n**Bitcoin (BTC)**\nNews Summary: Bitcoin saw a minor profit gain of 2.33%, pushing its value to $63,815, though it experienced a downturn due to broader market factors including geopolitical tensions and a flash crash.\nTrend Prediction: The trend is sideways to slightly bullish, with an emphasis on recovery from the recent crash, though vulnerable to external shocks.\nFear/Greed Score: 45 (Moderate fear due to recent volatility and external uncertainties).\n\n**Ethereum (ETH)**\nNews Summary: Ethereum mirrored Bitcoin's movements with minor gains but faced impacts from market-wide sell-offs and external concerns.\nTrend Prediction: The trend remains sideways, indicating ongoing recovery efforts post-crash amid a cautious market atmosphere.\nFear/Greed Score: 50 (Neutral, balancing recent gains against prevailing market fears).\n\n**Solana (SOL)**\nNews Summary: Affected by the general market downturn, Solana has been a topic of positive discussion within its ecosystem, showing promising activity despite broader market issues.\nTrend Prediction: Slightly bullish within its ecosystem but generally sideways in the broader market.\nFear/Greed Score: 55 (Slight greed, indicating a relatively better position within its ecosystem compared to the broader market).\n\n**Dogecoin (DOGE)**\nNews Summary: Dogecoin experienced significant volatility with a recent steep drop of 20%, but there is optimism about a potential rebound driven by community events like Doge Day.\nTrend Prediction: Currently bearish but with potential for a bullish reversal if upcoming community events can spark renewed interest.\nFear/Greed Score: 30 (Significant fear due to recent sharp declines, yet there is speculative potential for a rebound)."
     },
     "metadata": {},
     "execution_count": 14
    }
   ]
  },
  {
   "cell_type": "code",
   "source": [
    "Markdown(results[\"final_output\"])"
   ],
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 488
    },
    "id": "OoyaXLwABPEN",
    "outputId": "78bb6652-ead1-4a2e-d1fb-37af72cf22ae"
   },
   "execution_count": 10,
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ],
      "text/markdown": "**Cryptocurrency Market Daily Digest**\n\n**Executive Summary:**\n- **Bitcoin:** Minor profit gains with a fear/greed score of 45, indicating caution due to external shocks. \n- **Ethereum:** Shows slight improvements, maintaining a cautious stance with a fear/greed score of 50.\n- **Solana and Dogecoin:** Solana is modestly bullish within its community, scoring 55, while Dogecoin faces a sharp decline but has potential for recovery, marked by a score of 30.\n\n**Introduction:**\nWelcome to today's edition of your trusted cryptocurrency newsletter, where we unravel the complexities of the market to bring you the most pertinent updates. As the digital currency landscape continues to evolve, understanding the subtle shifts can help you navigate the potential highs and lows. Today, we delve into the current state of major cryptocurrencies—Bitcoin, Ethereum, Solana, and Dogecoin—each experiencing unique market movements influenced by both internal dynamics and external pressures.\n\n**Detailed Analysis:**\n- **Bitcoin:** Despite facing minor profit gains, Bitcoin remains under the influence of external economic shocks, reflecting a fear/greed index of 45. Investors show cautious optimism, balancing between potential growth and prevailing market uncertainties.\n- **Ethereum:** Ethereum mirrors a similar pattern to Bitcoin but with a slightly more stable outlook. With a fear/greed score of 50, it indicates a market that is neither too fearful nor overly greedy, suggesting a balanced investor sentiment amid minor gains.\n- **Solana:** Standing slightly apart from its counterparts, Solana shows a modest bullish trend within its ecosystem. The fear/greed score of 55 hints at a cautiously optimistic community, possibly driven by specific developments or innovations within the Solana network.\n- **Dogecoin:** The meme coin has experienced a significant drop, yet it holds a rebound potential. With the lowest fear/greed score of 30, the sentiment is notably fearful, yet it's this fear that may set the stage for aggressive buying opportunities for risk-tolerant investors.\n\n**Conclusion and Future Outlook:**\nAs the market treads through a recovery phase, it remains sensitive to geopolitical and economic developments. The mixed signals represented by the fear/greed scores across different cryptocurrencies suggest a market at a crossroads. For Bitcoin and Ethereum, stability might be the theme in the coming days, while Solana could continue to build on its modest gains. Dogecoin, facing the steepest challenges, also presents a high-risk, high-reward scenario for those betting on its recovery. Stay tuned, and navigate wisely, as the only constant in the cryptocurrency market is change.\n\nThis newsletter provides a snapshot of today's cryptocurrency climate, ensuring our readers are well-informed and prepared for the market's dynamic nature."
     },
     "metadata": {},
     "execution_count": 10
    }
   ]
  }
 ]
}