00-playground/49-multi-ai-agent-systems/L7_job_application_crew.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# L7: Build a Crew to Tailor Job Applications\n",
    "\n",
    "In this lesson, you will built your first multi-agent system."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The libraries are already installed in the classroom. If you're running this notebook on your own machine, you can install the following:\n",
    "```Python\n",
    "!pip install crewai==0.28.8 crewai_tools==0.1.6 langchain_community==0.0.29\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "height": 64
   },
   "outputs": [],
   "source": [
    "# Warning control\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Import libraries, APIs and LLM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "height": 30
   },
   "outputs": [],
   "source": [
    "from crewai import Agent, Task, Crew"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note**: \n",
    "- The video uses `gpt-4-turbo`, but due to certain constraints, and in order to offer this course for free to everyone, the code you'll run here will use `gpt-3.5-turbo`.\n",
    "- You can use `gpt-4-turbo` when you run the notebook _locally_ (using `gpt-4-turbo` will not work on the platform)\n",
    "- Thank you for your understanding!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "height": 132
   },
   "outputs": [],
   "source": [
    "import os\n",
    "from utils import get_openai_api_key, get_serper_api_key\n",
    "\n",
    "openai_api_key = get_openai_api_key()\n",
    "os.environ[\"OPENAI_MODEL_NAME\"] = 'gpt-3.5-turbo'\n",
    "os.environ[\"SERPER_API_KEY\"] = get_serper_api_key()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## crewAI Tools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "height": 217
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Inserting batches in chromadb: 100%|██████████| 1/1 [00:00<00:00,  4.25it/s]\n"
     ]
    }
   ],
   "source": [
    "from crewai_tools import (\n",
    "  FileReadTool,\n",
    "  ScrapeWebsiteTool,\n",
    "  MDXSearchTool,\n",
    "  SerperDevTool\n",
    ")\n",
    "\n",
    "search_tool = SerperDevTool()\n",
    "scrape_tool = ScrapeWebsiteTool()\n",
    "read_resume = FileReadTool(file_path='./fake_resume.md')\n",
    "semantic_search_resume = MDXSearchTool(mdx='./fake_resume.md')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Uncomment and run the cell below if you wish to view `fake_resume.md` in the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "height": 47
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "\n",
       "# Noah Williams\n",
       "- Email: noah.williams@example.dev\n",
       "- Phone: +44 11 111 11111\n",
       "\n",
       "## Profile\n",
       "Noah Williams is a distinguished Software Engineering Leader with an 18-year tenure in the technology industry, where he has excelled in leading both remote and in-office engineering teams. His expertise spans across software development, process innovation, and enhancing team collaboration. He is highly proficient in programming languages such as Ruby, Python, JavaScript, TypeScript, and Elixir, alongside deep expertise in various front end frameworks. Noah's significant experience in data science and machine learning has enabled him to spearhead successful deployments of scalable AI solutions and innovative data model development.\n",
       "\n",
       "## Work History\n",
       "\n",
       "### DataKernel: Director of Software Engineering (remote) — 2022 - Present\n",
       "- Noah has transformed the engineering division into a key revenue pillar for DataKernel, rapidly expanding the customer base from inception to a robust community.\n",
       "- He spearheaded the integration of cutting-edge AI technologies and the use of scalable vector databases, which significantly enhanced the product's capabilities and market positioning.\n",
       "- Under his leadership, the team has seen a substantial growth in skill development, with a focus on achieving strategic project goals that have significantly influenced the company's direction.\n",
       "- Noah also played a critical role in defining the company’s long-term strategic initiatives, particularly in adopting AI technologies that have set new benchmarks within the industry.\n",
       "\n",
       "### DataKernel: Senior Software Engineering Manager (remote) — 2019 - 2022\n",
       "- Directed the engineering strategy and operations in close collaboration with C-level executives, playing a pivotal role in shaping the company's technological trajectory.\n",
       "- Managed diverse teams across multiple time zones in North America and Europe, creating an environment of transparency and mutual respect which enhanced team performance and morale.\n",
       "- His initiatives in recruiting, mentoring, and retaining top talent have been crucial in fostering a culture of continuous improvement and high performance.\n",
       "\n",
       "### InnovPet: Founder & CEO (remote) — 2019 - 2022\n",
       "- Noah founded InnovPet, a startup focused on innovative IoT solutions for pet care, including a revolutionary GPS tracking collar that significantly enhanced pet safety and owner peace of mind.\n",
       "- He was responsible for overseeing product development from concept through execution, working closely with engineering teams and marketing partners to ensure a successful market entry.\n",
       "- Successfully set up an advisory board, established production facilities overseas, and navigated the company through a successful initial funding phase, showcasing his leadership and entrepreneurial acumen.\n",
       "- Built the initial version of the product leveraging MongoDB\n",
       "\n",
       "### EliteDevs: Engineering Manager (remote) — 2018 - 2019\n",
       "- Noah was instrumental in formulating and executing strategic plans that enhanced inter-departmental coordination and trust, leading to better project outcomes.\n",
       "- He managed multiple engineering teams, fostering a culture that balances productivity with innovation, and implemented goal-setting frameworks that aligned with the company's long-term goals.\n",
       "- Was a bery hands on manager using ruby on rails and react to build out a new product.\n",
       "\n",
       "### PrintPack: Engineering Manager (remote) — 2016 - 2018\n",
       "- Led the formation and development of a high-performance engineering team that was pivotal in increasing company revenue by 500% within two years.\n",
       "- His leadership in integrating data analytics into business decision-making processes led to the development of a predictive modeling tool that revolutionized customer behavior analysis.\n",
       "\n",
       "### DriveAI: Senior Software Engineer (remote) — 2015 - 2016\n",
       "- Developed and optimized a central API that significantly improved the functionality used by a large engineering team and thousands of users, enhancing overall system performance and user satisfaction.\n",
       "- Implemented several critical enhancements, including advanced caching strategies that drastically reduced response times and system loads.\n",
       "\n",
       "### BetCraft: CTO — 2013 - 2015\n",
       "- Led the technology strategy post-Series A funding, directly reporting to the board and guiding the company through a phase of significant technological advancement and network expansion.\n",
       "- His strategic initiatives and partnerships significantly improved platform performance and expanded the company's market reach.\n",
       "- Helped build his initial product using both React and Angular and got pretty good at it.\n",
       "\n",
       "## Education\n",
       "\n",
       "### MBA in Information Technology\n",
       "London Business School - MBA\n",
       "\n",
       "### Advanced Leadership Techniques\n",
       "University of London - Certification\n",
       "\n",
       "### Data Science Specialization\n",
       "Coursera (Johns Hopkins University) - Certification\n",
       "\n",
       "### B.Sc. in Computer Science\n",
       "University of Edinburgh - Bachelor’s degree\n",
       "\n",
       "Noah Williams is an ideal candidate for senior executive roles, particularly in companies seeking leadership with a robust blend of technical and strategic expertise.\n"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Markdown, display\n",
    "display(Markdown(\"./fake_resume.md\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating Agents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "height": 319
   },
   "outputs": [],
   "source": [
    "# Agent 1: Researcher\n",
    "researcher = Agent(\n",
    "    role=\"Tech Job Researcher\",\n",
    "    goal=\"Make sure to do amazing analysis on \"\n",
    "         \"job posting to help job applicants\",\n",
    "    tools = [scrape_tool, search_tool],\n",
    "    verbose=True,\n",
    "    backstory=(\n",
    "        \"As a Job Researcher, your prowess in \"\n",
    "        \"navigating and extracting critical \"\n",
    "        \"information from job postings is unmatched.\"\n",
    "        \"Your skills help pinpoint the necessary \"\n",
    "        \"qualifications and skills sought \"\n",
    "        \"by employers, forming the foundation for \"\n",
    "        \"effective application tailoring.\"\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "height": 302
   },
   "outputs": [],
   "source": [
    "# Agent 2: Profiler\n",
    "profiler = Agent(\n",
    "    role=\"Personal Profiler for Engineers\",\n",
    "    goal=\"Do increditble research on job applicants \"\n",
    "         \"to help them stand out in the job market\",\n",
    "    tools = [scrape_tool, search_tool,\n",
    "             read_resume, semantic_search_resume],\n",
    "    verbose=True,\n",
    "    backstory=(\n",
    "        \"Equipped with analytical prowess, you dissect \"\n",
    "        \"and synthesize information \"\n",
    "        \"from diverse sources to craft comprehensive \"\n",
    "        \"personal and professional profiles, laying the \"\n",
    "        \"groundwork for personalized resume enhancements.\"\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "height": 285
   },
   "outputs": [],
   "source": [
    "# Agent 3: Resume Strategist\n",
    "resume_strategist = Agent(\n",
    "    role=\"Resume Strategist for Engineers\",\n",
    "    goal=\"Find all the best ways to make a \"\n",
    "         \"resume stand out in the job market.\",\n",
    "    tools = [scrape_tool, search_tool,\n",
    "             read_resume, semantic_search_resume],\n",
    "    verbose=True,\n",
    "    backstory=(\n",
    "        \"With a strategic mind and an eye for detail, you \"\n",
    "        \"excel at refining resumes to highlight the most \"\n",
    "        \"relevant skills and experiences, ensuring they \"\n",
    "        \"resonate perfectly with the job's requirements.\"\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "height": 302
   },
   "outputs": [],
   "source": [
    "# Agent 4: Interview Preparer\n",
    "interview_preparer = Agent(\n",
    "    role=\"Engineering Interview Preparer\",\n",
    "    goal=\"Create interview questions and talking points \"\n",
    "         \"based on the resume and job requirements\",\n",
    "    tools = [scrape_tool, search_tool,\n",
    "             read_resume, semantic_search_resume],\n",
    "    verbose=True,\n",
    "    backstory=(\n",
    "        \"Your role is crucial in anticipating the dynamics of \"\n",
    "        \"interviews. With your ability to formulate key questions \"\n",
    "        \"and talking points, you prepare candidates for success, \"\n",
    "        \"ensuring they can confidently address all aspects of the \"\n",
    "        \"job they are applying for.\"\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating Tasks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "height": 285
   },
   "outputs": [],
   "source": [
    "# Task for Researcher Agent: Extract Job Requirements\n",
    "research_task = Task(\n",
    "    description=(\n",
    "        \"Analyze the job posting URL provided ({job_posting_url}) \"\n",
    "        \"to extract key skills, experiences, and qualifications \"\n",
    "        \"required. Use the tools to gather content and identify \"\n",
    "        \"and categorize the requirements.\"\n",
    "    ),\n",
    "    expected_output=(\n",
    "        \"A structured list of job requirements, including necessary \"\n",
    "        \"skills, qualifications, and experiences.\"\n",
    "    ),\n",
    "    agent=researcher,\n",
    "    async_execution=True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "height": 302
   },
   "outputs": [],
   "source": [
    "# Task for Profiler Agent: Compile Comprehensive Profile\n",
    "profile_task = Task(\n",
    "    description=(\n",
    "        \"Compile a detailed personal and professional profile \"\n",
    "        \"using the GitHub ({github_url}) URLs, and personal write-up \"\n",
    "        \"({personal_writeup}). Utilize tools to extract and \"\n",
    "        \"synthesize information from these sources.\"\n",
    "    ),\n",
    "    expected_output=(\n",
    "        \"A comprehensive profile document that includes skills, \"\n",
    "        \"project experiences, contributions, interests, and \"\n",
    "        \"communication style.\"\n",
    "    ),\n",
    "    agent=profiler,\n",
    "    async_execution=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- You can pass a list of tasks as `context` to a task.\n",
    "- The task then takes into account the output of those tasks in its execution.\n",
    "- The task will not run until it has the output(s) from those tasks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "height": 370
   },
   "outputs": [],
   "source": [
    "# Task for Resume Strategist Agent: Align Resume with Job Requirements\n",
    "resume_strategy_task = Task(\n",
    "    description=(\n",
    "        \"Using the profile and job requirements obtained from \"\n",
    "        \"previous tasks, tailor the resume to highlight the most \"\n",
    "        \"relevant areas. Employ tools to adjust and enhance the \"\n",
    "        \"resume content. Make sure this is the best resume even but \"\n",
    "        \"don't make up any information. Update every section, \"\n",
    "        \"inlcuding the initial summary, work experience, skills, \"\n",
    "        \"and education. All to better reflrect the candidates \"\n",
    "        \"abilities and how it matches the job posting.\"\n",
    "    ),\n",
    "    expected_output=(\n",
    "        \"An updated resume that effectively highlights the candidate's \"\n",
    "        \"qualifications and experiences relevant to the job.\"\n",
    "    ),\n",
    "    output_file=\"tailored_resume.md\",\n",
    "    context=[research_task, profile_task],\n",
    "    agent=resume_strategist\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "height": 353
   },
   "outputs": [],
   "source": [
    "# Task for Interview Preparer Agent: Develop Interview Materials\n",
    "interview_preparation_task = Task(\n",
    "    description=(\n",
    "        \"Create a set of potential interview questions and talking \"\n",
    "        \"points based on the tailored resume and job requirements. \"\n",
    "        \"Utilize tools to generate relevant questions and discussion \"\n",
    "        \"points. Make sure to use these question and talking points to \"\n",
    "        \"help the candiadte highlight the main points of the resume \"\n",
    "        \"and how it matches the job posting.\"\n",
    "    ),\n",
    "    expected_output=(\n",
    "        \"A document containing key questions and talking points \"\n",
    "        \"that the candidate should prepare for the initial interview.\"\n",
    "    ),\n",
    "    output_file=\"interview_materials.md\",\n",
    "    context=[research_task, profile_task, resume_strategy_task],\n",
    "    agent=interview_preparer\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating the Crew"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "height": 234
   },
   "outputs": [],
   "source": [
    "job_application_crew = Crew(\n",
    "    agents=[researcher,\n",
    "            profiler,\n",
    "            resume_strategist,\n",
    "            interview_preparer],\n",
    "\n",
    "    tasks=[research_task,\n",
    "           profile_task,\n",
    "           resume_strategy_task,\n",
    "           interview_preparation_task],\n",
    "\n",
    "    verbose=True\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Running the Crew\n",
    "\n",
    "- Set the inputs for the execution of the crew."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "height": 234
   },
   "outputs": [],
   "source": [
    "job_application_inputs = {\n",
    "    'job_posting_url': 'https://jobs.lever.co/AIFund/6c82e23e-d954-4dd8-a734-c0c2c5ee00f1?lever-origin=applied&lever-source%5B%5D=AI+Fund',\n",
    "    'github_url': 'https://github.com/joaomdmoura',\n",
    "    'personal_writeup': \"\"\"Noah is an accomplished Software\n",
    "    Engineering Leader with 18 years of experience, specializing in\n",
    "    managing remote and in-office teams, and expert in multiple\n",
    "    programming languages and frameworks. He holds an MBA and a strong\n",
    "    background in AI and data science. Noah has successfully led\n",
    "    major tech initiatives and startups, proving his ability to drive\n",
    "    innovation and growth in the tech industry. Ideal for leadership\n",
    "    roles that require a strategic and innovative approach.\"\"\"\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Note**: LLMs can provide different outputs for they same input, so what you get might be different than what you see in the video."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "height": 64
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m\u001b[95m [DEBUG]: == Working Agent: Tech Job Researcher\u001b[00m\n",
      "\u001b[1m\u001b[95m [INFO]: == Starting Task: Analyze the job posting URL provided (https://jobs.lever.co/AIFund/6c82e23e-d954-4dd8-a734-c0c2c5ee00f1?lever-origin=applied&lever-source%5B%5D=AI+Fund) to extract key skills, experiences, and qualifications required. Use the tools to gather content and identify and categorize the requirements.\u001b[00m\n",
      "\u001b[1m\u001b[92m [DEBUG]: == [Tech Job Researcher] Task output: \n",
      "\n",
      "\u001b[00m\n",
      "\u001b[1m\u001b[95m [DEBUG]: == Working Agent: Personal Profiler for Engineers\u001b[00m\n",
      "\u001b[1m\u001b[95m [INFO]: == Starting Task: Compile a detailed personal and professional profile using the GitHub (https://github.com/joaomdmoura) URLs, and personal write-up (Noah is an accomplished Software\n",
      "    Engineering Leader with 18 years of experience, specializing in\n",
      "    managing remote and in-office teams, and expert in multiple\n",
      "    programming languages and frameworks. He holds an MBA and a strong\n",
      "    background in AI and data science. Noah has successfully led\n",
      "    major tech initiatives and startups, proving his ability to drive\n",
      "    innovation and growth in the tech industry. Ideal for leadership\n",
      "    roles that require a strategic and innovative approach.). Utilize tools to extract and synthesize information from these sources.\u001b[00m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[1m\u001b[92m [DEBUG]: == [Personal Profiler for Engineers] Task output: \n",
      "\n",
      "\u001b[00m\n",
      "\u001b[1m\u001b[95m [DEBUG]: == Working Agent: Resume Strategist for Engineers\u001b[00m\n",
      "\u001b[1m\u001b[95m [INFO]: == Starting Task: Using the profile and job requirements obtained from previous tasks, tailor the resume to highlight the most relevant areas. Employ tools to adjust and enhance the resume content. Make sure this is the best resume even but don't make up any information. Update every section, inlcuding the initial summary, work experience, skills, and education. All to better reflrect the candidates abilities and how it matches the job posting.\u001b[00m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI need to gather information from the GitHub profile and personal write-up to create a comprehensive personal and professional profile for Noah.\n",
      "\n",
      "Action: Read website content\n",
      "Action Input: {\"website_url\": \"https://github.com/joaomdmoura\"}\u001b[0m\u001b[95m \n",
      "\n",
      "joaomdmoura (João Moura) · GitHub\n",
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      "Founder of crewAI / prev @clearbit (acc by @HubSpot) \n",
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      "crewAIInc/crewAI crewAIInc/crewAI Public\n",
      " Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.\n",
      "Python\n",
      " 27.7k\n",
      " 3.7k\n",
      "machinery machinery Public\n",
      " Elixir State machine thin layer for structs\n",
      "Elixir\n",
      " 541\n",
      " 54\n",
      "rails-api/active_model_serializers rails-api/active_model_serializers Public\n",
      " ActiveModel::Serializer implementation and Rails hooks\n",
      "Ruby\n",
      " 5.3k\n",
      " 1.4k\n",
      "gioco gioco Public\n",
      " A gamification gem to Ruby on Rails applications\n",
      "Ruby\n",
      " 305\n",
      " 36\n",
      "sigma sigma Public\n",
      " A ranking algorithm implementation to Ruby on Rails applications\n",
      "Ruby\n",
      " 50\n",
      " 5\n",
      "keeper keeper Public\n",
      " Flexible and Simple authentication solution for Phoenix\n",
      "Elixir\n",
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      "\u001b[00m\n",
      "\u001b[32;1m\u001b[1;3mI need to thoroughly analyze the job posting URL provided to extract key skills, experiences, and qualifications required. I must use the tools available to gather content and identify and categorize the requirements accurately.\n",
      "\n",
      "Action: Read website content\n",
      "Action Input: {\"website_url\": \"https://jobs.lever.co/AIFund/6c82e23e-d954-4dd8-a734-c0c2c5ee00f1?lever-origin=applied&lever-source%5B%5D=AI+Fund\"}\u001b[0m\u001b[95m \n",
      "\n",
      "career - Full Stack EngineerFull Stack EngineerColombiaAI Fund – AI Fund /Full time /Apply for this jobJob Description:We are looking for Full Stack Engineers to produce scalable software solutions for our portfolio companies. You’ll be part of a cross-functional and will be responsible for the full software development life cycle, from conception to deployment.As a Full Stack Developer, you should be comfortable around both front-end and back-end coding languages, development frameworks and third-party libraries. You should also be a team player with a knack for visual design and utility.What You Will be Doing:- Work with development teams and product managers to ideate software solutions- Build the front-end of applications through appealing visual design- Develop and manage well-functioning databases and applications- Write effective APIs- Test software to ensure responsiveness and efficiency- Troubleshoot, debug and upgrade software- Create security and data protection settings- Build features and applications What You Must Bring:Must Haves:- Proven experience as a Full Stack Developer or similar role- Experience developing desktop and mobile applications- Familiarity with common stacks- Knowledge of multiple front-end languages and libraries (e.g. HTML/ CSS, JavaScript, XML, jQuery)- Knowledge of multiple object-oriented languages (e.g. Java, Python) and multiple frameworks (e.g. Angular, React, Node.js)- Familiarity with databases (e.g. MySQL, MongoDB), web servers (e.g. Apache) and UI/UX design- Excellent communication skills and the ability to have in-depth technical discussions with both the engineering team and business people- Excellent English language skills- Self-starter and comfort working in an early-stage environment- Strong project management and organizational skillsNice to Haves:- BSc in Computer Science, Mathematics or similar field; Master’s or PhD degree is a plus- Understanding of AI/ML models- Understanding of big data tools, including Hadoop, Spark, Kafka, etc.- Proficiency in HTML, CSS and JavaScript- Experience with consumer applications and data handling- Familiarity with data privacy regulations and best practicesCharacteristics:Accountability: an obligation or willingness to accept responsibility or to account for one's actions while doing so with the highest regard for integrity.  Grit. able to stick with projects and work hard through good and bad times. High pain tolerance and can perform well under stress or pressure.Scrappy: Takes initiative and proactively gets things done with low resources, but doing creative things, begging, borrowing, and whatever is needed in an ambiguous environment or situation.Ownership orientation: Demonstrated orientation of extreme ownership over all aspects of the product and extremely results-driven in nature.We are committed to providing an environment of mutual respect where equal employment opportunities are available to all applicants without regard to race, color, religion, sex, pregnancy (including childbirth, lactation and related medical conditions), national origin, age, physical and mental disability, marital status, sexual orientation, gender identity, gender expression, genetic information (including characteristics and testing), military and veteran status, and any other characteristic protected by applicable law. AI Fund believes that diversity and inclusion among our employees is critical to our success as a company, and we seek to recruit, develop and retain the most talented people from a diverse candidate pool. Selection for employment is decided on the basis of qualifications, merit, and business need.Apply for this jobJobs powered by\n",
      "\u001b[00m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3mAction: Read website content\n",
      "Action Input: {\"website_url\": \"https://crewai.com\"}\u001b[0m\u001b[95m \n",
      "\n",
      "CrewAI\n",
      "🚨 Join Us March 31 - April 4 for Enterprise AI Agent Week!  Learn MoreHomeEnterpriseOpen SourceEcosystemUse CasesTemplatesBlogLoginStart Enterprise TrialcrewAI © Copyright 2024Log inStart Enterprise TrialThe LeadingMulti-Agent PlatformTheLeadingMulti-AgentPlatformStreamline workflows across industries with powerful AI agents. Build and deploy automated workflows using any LLM and cloud platform.Start Free TrialI Want A Demo100,000,000+75,000,00050,000,00025,000,00010,000,0007,500,0005,000,0002,500,0001,000,000750,000500,000250,000100,00075,00050,00025,00010,0005,0002,5001,00050025010050100Multi-Agent Crews run using CrewAI Trusted By Industry LeadersThe Complete Platform for Multi-Agent Automation1. Build QuicklyStart by using CrewAI’s framework or UI Studio to build your multi-agent automations—whether coding from scratch or leveraging our no-code tools and templates.2. Deploy ConfidentlyMove the crews you built to production with powerful tools for different deployment types and autogenerate UI.Get startedDuis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. 3. Track All Your CrewsMonitor every crew you created by watching their performance and progress on simple and complex tasks.Get started4. Iterate To PerfectionUse testing and training tools to constantly improve the efficiency and results quality of the crews you have built.Get started1. Build QuicklyMessy doodleStart by using CrewAI’s framework or UI Studio to build your multi-agent automations—whether coding from scratch or leveraging our no-code tools and templates.Get started2. Deploy ConfidentlyMove the crews you built to production with powerful tools for different deployment types and autogenerate UI.Get startedDuis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore eu fugiat nulla pariatur. 3. Track All Your CrewsMonitor every crew you created by watching their performance and progress on simple and complex tasks.Get started4. Iterate To PerfectionUse testing and training tools to constantly improve the efficiency and results quality of the crews you have built.Get startedGet StartedBecome An Multi-Agent Expert in HoursDesigning Multi-Agent SystemsTool IntegrationReal-World ApplicationsTake the Course for Free!The Fastest Growing Multi-Agent PlatformOver18.6kStars on GitHub40% of Fortune 500companies are using Crew AIUsed In60+Countries40% of Fortune 500companies are using CrewAIUnlock the Power of Multi-Agent AITransform complex tasks into seamless automations with CrewAIStart Free TrialI Want A DemoWorks In The Cloud, Self-Hosted or LocallyDeploy crew.ai on your own infrastructure with self-hosted options or leverage your preferred cloud service, giving you complete control over your environment.Easily Integrates with All AppsEmpower teams to build automations without coding, streamlining processes across departments.Easily Integrates with All AppsManage AI agents with ease, keeping humans in the loop for feedback and control.Provides Complete VisibilityTrack the quality, efficiency, and ROI of your AI agents. Get detailed insights into their impact, allowing you to continuously optimize and justify your automation investments.“It's the best agent framework out there and improvements are being shipped like nothing I've ever seen before!”Ben TossellFounder at Ben's Bites“Given the pace of technological change, engineers leveraging platforms like CrewAI will have a huge leg up and get stronger the more change happens. CrewAI simplifies and accelerates your journey into the future of AI, empowering you to set new standards in software development.”Jack AltmanManager Partner at Alt CapHundreds of Use CasesThe CrewAI community has already found hundreds of use cases for AI agents. See examples below.LLMsStrategic PlanningFinancePerformance MetricsAI AutomationHealthcareMachine LearningData EnrichmentMarketingCloud SolutionsAI IntegrationSupply ChainTask AutomationBusiness IntelligenceBrand PositioningRevenue OptimizationBusiness GrowthHuman ResourceMarket ResearchMedia & EntertainmentEasyAI-Driven Cloud SolutionsIntegrate AI with cloud solutions to optimize data storage, processing, and security.AI IntegrationCloud SolutionsGet StartedMediumPredictive Marketing CampaignsLeverage Machine Learning for data-driven, predictive marketing that enhances brand positioning.MarketingMachine LearningGet StartedHardHealthcare Data EnrichmentEnrich patient data with AI to improve diagnostics and personalized care plans.HealthcareData EnrichmentGet StartedHardPerformance Metrics OptimizationMachine Learning identifies key performance indicators to drive business growth and efficiency.Performance MetricsMachine LearningGet StartedHardAutomated Financial ReportingAI Automation in finance streamlines reporting, compliance, and financial analysis.AI AutomationFinanceGet StartedHardLLMs for Strategic PlanningUse LLMs to forecast trends and create strategic business plans aligned with market needs.LLMsStrategic PlanningGet StartedSupply Chain Efficiency with AIOptimize inventory and logistics using AI Automation for better supply chain management.Supply ChainAI AutomationGet StartedHR Task AutomationAutomate repetitive HR tasks with AI to improve recruitment, onboarding, and employee management.Task AutomationHuman ResourceGet StartedMarket Research EnhancementUse LLMs to analyze market trends and consumer behavior for strategic market research insights.LLMsMarket ResearchGet StartedBusiness Intelligence DashboardsImplement AI for real-time business intelligence, transforming data into actionable insights.Business IntelligenceAI AutomationGet StartedRevenue Optimization StrategiesMachine Learning analyzes sales data to optimize pricing and revenue strategies.Revenue OptimizationMachine LearningGet StartedAI in Media & EntertainmentEnhance content creation and distribution with AI-driven analytics and automation.AI AutomationMedia & EntertainmentGet StartedCustomer Sentiment AnalysisUtilize LLMs for analyzing customer feedback to enhance brand positioning and satisfaction.LLMsBrand PositioningGet StartedAI for Strategic HR PlanningUse AI Integration to forecast workforce needs and plan talent acquisition strategies.Human ResourceAI IntegrationGet StartedAI-Enhanced Brand PositioningLeverage AI to understand market dynamics and strengthen brand positioning.Brand PositioningAI IntegrationGet StartedHealthcare AI AutomationAutomate administrative tasks in healthcare to improve operational efficiency and patient care.HealthcareAI AutomationGet StartedData Enrichment for MarketingUse Machine Learning to enrich marketing databases for more targeted and effective campaigns.Data EnrichmentMarketingGet StartedAI-Powered Strategic PlanningIntegrate AI Automation for more precise and effective strategic business planning.LLMsStrategic PlanningGet StartedOptimizing Performance Metrics with AIUtilize AI Integration to continuously monitor and optimize business performance metrics.Performance MetricsAI IntegrationGet StartedSupply Chain ForecastingUse Machine Learning to predict demand and optimize supply chain logistics.Supply ChainMachine LearningGet StartedAI in Business Growth AnalysisImplement AI to analyze market opportunities and drive business growth initiatives.Business GrowthAI IntegrationGet StartedIntelligent Cloud-Based SolutionsEnhance cloud computing with AI for smarter data management and resource allocation.Cloud SolutionsAI IntegrationGet StartedHuman Resources Data EnrichmentLeverage AI to enrich HR data, improving employee engagement and retention strategies.Human ResourceData EnrichmentGet StartedAI for Market Dynamics AnalysisUtilize LLMs to gain insights into market trends and competitive dynamics.Market ResearchLLMsGet StartedAutomated Business Intelligence ReportingUse AI Automation for seamless, real-time business intelligence reporting and decision-making.Business IntelligenceAI AutomationGet StartedThank you! Your submission has been received!Oops! Something went wrong while submitting the form.Don't see your use case here?Add your Use CaseEvaluate Your Use Case1. What type of use case are you envisioning?Content (Marketing, Hiring)Sales New FeaturesBusiness ProcessesAccounting, FinancialEvaluate Your Use CaseRadioRadioRadio1/5Evaluate Your Use CaseRadioRadioRadio1/5Evaluate Your Use CaseRadioRadioRadio1/5Evaluate Your Use CaseRadioRadioRadio1/5Evaluate Your Use CaseRadioRadioRadio1/5Evaluate Your Use CaseRadioRadioRadio1/5Evaluate Your Use CaseRadioRadioRadio1/5← BackNextThanks! I have received your form submission, I'll get back to you shortly!Oops! Something went wrong while submitting the formEvaluate Your Use Case\n",
      "1. What type of use case are you envisioning?\n",
      "Qualitative Content (Ex: Marketing, Entertainment, etc.)\n",
      "Qualitative + Quantitative Mix (Ex: Sales, New Features, Hiring, etc.)\n",
      "High Precision (Ex: Business Processes, etc)\n",
      "Very High Precision (Ex: Accounting, Financial Models. etc.)\n",
      "2. What is the estimated level of process complexity?\n",
      "Very Low\n",
      "Low\n",
      "Medium\n",
      "High\n",
      "3. What is the AI experience of your team?\n",
      "High\n",
      "Medium\n",
      "Low\n",
      "None\n",
      "4. What is the quality level of results required?\n",
      "70-89%\n",
      "90-97%\n",
      "98-99%\n",
      "100%\n",
      "5. How much senior executive support do you have?\n",
      "Lots of Executive Support\n",
      "Lots\n",
      "A Little\n",
      "None Yet\n",
      "6. Have you tried CrewAI OSS?\n",
      "Yes, Powering Stuff In Production\n",
      "A Lot\n",
      "Just Starting\n",
      "No\n",
      "7. What type of data will be used?\n",
      "Qualitative, Free Form Text\n",
      "Mostly Qualitative, Not Very Structured\n",
      "Semi-Structured\n",
      "Completely Structured / Financial / Accounting \n",
      "Enter your email to see your score! Summary will be hereQuestionSelected OptionPoints AwardedQuestion - Use caseSelected Option -Selected OptionPoints -Points AwardedQuestion - Estimated Level of ComplexitySelected Option -Selected OptionPoints -Points AwardedQuestion - AI Experience of TeamSelected Option -Selected OptionPoints -Points AwardedQuestion - Required ResultSelected Option -Selected OptionPoints -Points AwardedQuestion - Executive Level SupportSelected Option -Selected OptionPoints -Points AwardedQuestion - Have You Tried CrewAI OSS?Selected Option -Selected OptionPoints -Points AwardedQuestion - What Is the Type of DataSelected Option -Selected OptionPoints -Points AwardedTotal Score:Points AwardedEvaluate AgainOops! Something went wrong while submitting the form.\n",
      "Back\n",
      "Next\n",
      "Need Help or Have a Question?See How CrewAI Can Transform Your OperationsSimply provide an email address, and our AI will compile a detailed overview of the associated business. Explore key leads, relevant use cases, and commonly asked questions in seconds.Our agents are working your personalized report!Oops! Something went wrong while submitting the form.Ready to start usingmulti-agent systems in production?Start Free TrialI Want A DemoSiteHomeEnterpriseOpen SourceEcosystemUse CasesTemplatesResourcesThe FrameworkDocumentationJoin our ForumBlogHelpChat With Our DocsPrivacy PolicyTerms of ServiceStatuscrewAI © Copyright 2024, All Rights Reserved by crewAI™, Inc.\n",
      "\u001b[00m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3mFinal Answer: \n",
      "- Proven experience as a Full Stack Developer or similar role\n",
      "- Experience developing desktop and mobile applications\n",
      "- Familiarity with common stacks\n",
      "- Knowledge of multiple front-end languages and libraries (e.g. HTML/ CSS, JavaScript, XML, jQuery)\n",
      "- Knowledge of multiple object-oriented languages (e.g. Java, Python) and multiple frameworks (e.g. Angular, React, Node.js)\n",
      "- Familiarity with databases (e.g. MySQL, MongoDB), web servers (e.g. Apache) and UI/UX design\n",
      "- Excellent communication skills and the ability to have in-depth technical discussions with both the engineering team and business people\n",
      "- Excellent English language skills\n",
      "- Self-starter and comfort working in an early-stage environment\n",
      "- Strong project management and organizational skills\n",
      "- BSc in Computer Science, Mathematics, or similar field; Master’s or PhD degree is a plus\n",
      "- Understanding of AI/ML models\n",
      "- Understanding of big data tools, including Hadoop, Spark, Kafka, etc.\n",
      "- Proficiency in HTML, CSS, and JavaScript\n",
      "- Experience with consumer applications and data handling\n",
      "- Familiarity with data privacy regulations and best practices\n",
      "\n",
      "Characteristics:\n",
      "- Accountability: an obligation or willingness to accept responsibility or to account for one's actions while doing so with the highest regard for integrity.\n",
      "- Grit: able to stick with projects and work hard through good and bad times. High pain tolerance and can perform well under stress or pressure.\n",
      "- Scrappy: Takes initiative and proactively gets things done with low resources, but doing creative things, begging, borrowing, and whatever is needed in an ambiguous environment or situation.\n",
      "- Ownership orientation: Demonstrated orientation of extreme ownership over all aspects of the product and extremely results-driven in nature.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mFinal Answer: \n",
      "\n",
      "Noah is an accomplished Software Engineering Leader with 18 years of experience, specializing in managing remote and in-office teams. He is an expert in multiple programming languages and frameworks. With an MBA and a strong background in AI and data science, Noah has successfully led major tech initiatives and startups, showcasing his ability to drive innovation and growth in the tech industry. Ideal for leadership roles that require a strategic and innovative approach.\n",
      "\n",
      "Skills:\n",
      "- Proficient in multiple programming languages and frameworks\n",
      "- Strong background in AI and data science\n",
      "- Experienced in managing remote and in-office teams\n",
      "- Strategic thinker with a focus on innovation and growth\n",
      "\n",
      "Project Experiences:\n",
      "- Founded crewAI, a platform for orchestrating role-playing autonomous AI agents\n",
      "- Developed machinery, an Elixir State machine thin layer for structs\n",
      "- Contributed to active_model_serializers, an ActiveModel::Serializer implementation and Rails hooks\n",
      "- Created gioco, a gamification gem for Ruby on Rails applications\n",
      "- Implemented sigma, a ranking algorithm for Ruby on Rails applications\n",
      "- Developed keeper, a flexible and simple authentication solution for Phoenix\n",
      "\n",
      "Contributions:\n",
      "- Active member of the Developer Program\n",
      "- Pro member with achievements x2 x4 x3\n",
      "- Trusted by industry leaders for multi-agent automation\n",
      "\n",
      "Interests:\n",
      "- Building and deploying automated workflows using AI agents\n",
      "- Streamlining workflows across industries with powerful AI agents\n",
      "- Leveraging LLMs for strategic planning and business growth\n",
      "- Integrating AI with cloud solutions for optimized data management\n",
      "- Enhancing brand positioning and revenue optimization through AI\n",
      "\n",
      "Communication Style:\n",
      "- Clear and concise communication\n",
      "- Collaborative and inclusive approach\n",
      "- Focuses on results and efficiency\n",
      "- Open to feedback and continuous improvement\n",
      "\n",
      "Overall, Noah is a forward-thinking and experienced Software Engineering Leader with a strong foundation in AI, data science, and team management. His track record of successful tech initiatives and startups demonstrates his ability to drive innovation and lead teams towards growth and success in the tech industry.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI need to carefully review the candidate's current resume and update it to highlight the most relevant qualifications and experiences based on the job requirements provided.\n",
      "\n",
      "Action: Read a file's content\n",
      "Action Input: {}\u001b[0m\u001b[95m \n",
      "\n",
      "\n",
      "# Noah Williams\n",
      "- Email: noah.williams@example.dev\n",
      "- Phone: +44 11 111 11111\n",
      "\n",
      "## Profile\n",
      "Noah Williams is a distinguished Software Engineering Leader with an 18-year tenure in the technology industry, where he has excelled in leading both remote and in-office engineering teams. His expertise spans across software development, process innovation, and enhancing team collaboration. He is highly proficient in programming languages such as Ruby, Python, JavaScript, TypeScript, and Elixir, alongside deep expertise in various front end frameworks. Noah's significant experience in data science and machine learning has enabled him to spearhead successful deployments of scalable AI solutions and innovative data model development.\n",
      "\n",
      "## Work History\n",
      "\n",
      "### DataKernel: Director of Software Engineering (remote) — 2022 - Present\n",
      "- Noah has transformed the engineering division into a key revenue pillar for DataKernel, rapidly expanding the customer base from inception to a robust community.\n",
      "- He spearheaded the integration of cutting-edge AI technologies and the use of scalable vector databases, which significantly enhanced the product's capabilities and market positioning.\n",
      "- Under his leadership, the team has seen a substantial growth in skill development, with a focus on achieving strategic project goals that have significantly influenced the company's direction.\n",
      "- Noah also played a critical role in defining the company’s long-term strategic initiatives, particularly in adopting AI technologies that have set new benchmarks within the industry.\n",
      "\n",
      "### DataKernel: Senior Software Engineering Manager (remote) — 2019 - 2022\n",
      "- Directed the engineering strategy and operations in close collaboration with C-level executives, playing a pivotal role in shaping the company's technological trajectory.\n",
      "- Managed diverse teams across multiple time zones in North America and Europe, creating an environment of transparency and mutual respect which enhanced team performance and morale.\n",
      "- His initiatives in recruiting, mentoring, and retaining top talent have been crucial in fostering a culture of continuous improvement and high performance.\n",
      "\n",
      "### InnovPet: Founder & CEO (remote) — 2019 - 2022\n",
      "- Noah founded InnovPet, a startup focused on innovative IoT solutions for pet care, including a revolutionary GPS tracking collar that significantly enhanced pet safety and owner peace of mind.\n",
      "- He was responsible for overseeing product development from concept through execution, working closely with engineering teams and marketing partners to ensure a successful market entry.\n",
      "- Successfully set up an advisory board, established production facilities overseas, and navigated the company through a successful initial funding phase, showcasing his leadership and entrepreneurial acumen.\n",
      "- Built the initial version of the product leveraging MongoDB\n",
      "\n",
      "### EliteDevs: Engineering Manager (remote) — 2018 - 2019\n",
      "- Noah was instrumental in formulating and executing strategic plans that enhanced inter-departmental coordination and trust, leading to better project outcomes.\n",
      "- He managed multiple engineering teams, fostering a culture that balances productivity with innovation, and implemented goal-setting frameworks that aligned with the company's long-term goals.\n",
      "- Was a bery hands on manager using ruby on rails and react to build out a new product.\n",
      "\n",
      "### PrintPack: Engineering Manager (remote) — 2016 - 2018\n",
      "- Led the formation and development of a high-performance engineering team that was pivotal in increasing company revenue by 500% within two years.\n",
      "- His leadership in integrating data analytics into business decision-making processes led to the development of a predictive modeling tool that revolutionized customer behavior analysis.\n",
      "\n",
      "### DriveAI: Senior Software Engineer (remote) — 2015 - 2016\n",
      "- Developed and optimized a central API that significantly improved the functionality used by a large engineering team and thousands of users, enhancing overall system performance and user satisfaction.\n",
      "- Implemented several critical enhancements, including advanced caching strategies that drastically reduced response times and system loads.\n",
      "\n",
      "### BetCraft: CTO — 2013 - 2015\n",
      "- Led the technology strategy post-Series A funding, directly reporting to the board and guiding the company through a phase of significant technological advancement and network expansion.\n",
      "- His strategic initiatives and partnerships significantly improved platform performance and expanded the company's market reach.\n",
      "- Helped build his initial product using both React and Angular and got pretty good at it.\n",
      "\n",
      "## Education\n",
      "\n",
      "### MBA in Information Technology\n",
      "London Business School - MBA\n",
      "\n",
      "### Advanced Leadership Techniques\n",
      "University of London - Certification\n",
      "\n",
      "### Data Science Specialization\n",
      "Coursera (Johns Hopkins University) - Certification\n",
      "\n",
      "### B.Sc. in Computer Science\n",
      "University of Edinburgh - Bachelor’s degree\n",
      "\n",
      "Noah Williams is an ideal candidate for senior executive roles, particularly in companies seeking leadership with a robust blend of technical and strategic expertise.\n",
      "\n",
      "\u001b[00m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3mFinal Answer:\n",
      "# Noah Williams\n",
      "- Email: noah.williams@example.dev\n",
      "- Phone: +44 11 111 11111\n",
      "\n",
      "## Summary\n",
      "Noah Williams is a distinguished Software Engineering Leader with an 18-year tenure in the technology industry, specializing in managing remote and in-office teams. His expertise spans software development, process innovation, and enhancing team collaboration. Proficient in Ruby, Python, JavaScript, TypeScript, and Elixir, with deep knowledge of various front-end frameworks. Experienced in data science and machine learning, leading successful deployments of scalable AI solutions and innovative data model development.\n",
      "\n",
      "## Work Experience\n",
      "\n",
      "### Director of Software Engineering at DataKernel (remote) — 2022 - Present\n",
      "- Transformed engineering division into a key revenue pillar, expanding customer base and market positioning with AI technologies and scalable vector databases.\n",
      "- Led team growth, skill development, and strategic project goals influencing company direction.\n",
      "\n",
      "### Senior Software Engineering Manager at DataKernel (remote) — 2019 - 2022\n",
      "- Directed engineering strategy and operations, managed diverse teams across time zones, and fostered transparency and high performance.\n",
      "\n",
      "### Founder & CEO at InnovPet (remote) — 2019 - 2022\n",
      "- Founded startup focused on IoT solutions for pet care, including revolutionary GPS tracking collar.\n",
      "- Oversaw product development, set up advisory board, and navigated through successful funding phase.\n",
      "\n",
      "### Engineering Manager at EliteDevs (remote) — 2018 - 2019\n",
      "- Formulated strategic plans that enhanced inter-departmental coordination and trust, managed multiple engineering teams, and implemented goal-setting frameworks.\n",
      "\n",
      "### Engineering Manager at PrintPack (remote) — 2016 - 2018\n",
      "- Led high-performance engineering team, increased company revenue by 500%, and integrated data analytics into business decision-making processes.\n",
      "\n",
      "### Senior Software Engineer at DriveAI (remote) — 2015 - 2016\n",
      "- Developed and optimized central API, implemented critical enhancements, and improved system performance and user satisfaction.\n",
      "\n",
      "### CTO at BetCraft — 2013 - 2015\n",
      "- Led technology strategy post-Series A funding, improved platform performance, and expanded market reach.\n",
      "\n",
      "## Skills\n",
      "- Proficient in Ruby, Python, JavaScript, TypeScript, Elixir\n",
      "- Deep expertise in various front-end frameworks\n",
      "- Experienced in data science and machine learning\n",
      "- Strong background in AI technologies\n",
      "- Strategic thinking and innovation-focused\n",
      "\n",
      "## Education\n",
      "- MBA in Information Technology, London Business School\n",
      "- Advanced Leadership Techniques Certification, University of London\n",
      "- Data Science Specialization Certification, Coursera (Johns Hopkins University)\n",
      "- B.Sc. in Computer Science, University of Edinburgh\n",
      "\n",
      "Noah Williams is an ideal candidate for senior executive roles, bringing a blend of technical expertise, strategic thinking, and leadership skills to drive innovation and success in the tech industry.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[1m\u001b[92m [DEBUG]: == [Resume Strategist for Engineers] Task output: # Noah Williams\n",
      "- Email: noah.williams@example.dev\n",
      "- Phone: +44 11 111 11111\n",
      "\n",
      "## Summary\n",
      "Noah Williams is a distinguished Software Engineering Leader with an 18-year tenure in the technology industry, specializing in managing remote and in-office teams. His expertise spans software development, process innovation, and enhancing team collaboration. Proficient in Ruby, Python, JavaScript, TypeScript, and Elixir, with deep knowledge of various front-end frameworks. Experienced in data science and machine learning, leading successful deployments of scalable AI solutions and innovative data model development.\n",
      "\n",
      "## Work Experience\n",
      "\n",
      "### Director of Software Engineering at DataKernel (remote) — 2022 - Present\n",
      "- Transformed engineering division into a key revenue pillar, expanding customer base and market positioning with AI technologies and scalable vector databases.\n",
      "- Led team growth, skill development, and strategic project goals influencing company direction.\n",
      "\n",
      "### Senior Software Engineering Manager at DataKernel (remote) — 2019 - 2022\n",
      "- Directed engineering strategy and operations, managed diverse teams across time zones, and fostered transparency and high performance.\n",
      "\n",
      "### Founder & CEO at InnovPet (remote) — 2019 - 2022\n",
      "- Founded startup focused on IoT solutions for pet care, including revolutionary GPS tracking collar.\n",
      "- Oversaw product development, set up advisory board, and navigated through successful funding phase.\n",
      "\n",
      "### Engineering Manager at EliteDevs (remote) — 2018 - 2019\n",
      "- Formulated strategic plans that enhanced inter-departmental coordination and trust, managed multiple engineering teams, and implemented goal-setting frameworks.\n",
      "\n",
      "### Engineering Manager at PrintPack (remote) — 2016 - 2018\n",
      "- Led high-performance engineering team, increased company revenue by 500%, and integrated data analytics into business decision-making processes.\n",
      "\n",
      "### Senior Software Engineer at DriveAI (remote) — 2015 - 2016\n",
      "- Developed and optimized central API, implemented critical enhancements, and improved system performance and user satisfaction.\n",
      "\n",
      "### CTO at BetCraft — 2013 - 2015\n",
      "- Led technology strategy post-Series A funding, improved platform performance, and expanded market reach.\n",
      "\n",
      "## Skills\n",
      "- Proficient in Ruby, Python, JavaScript, TypeScript, Elixir\n",
      "- Deep expertise in various front-end frameworks\n",
      "- Experienced in data science and machine learning\n",
      "- Strong background in AI technologies\n",
      "- Strategic thinking and innovation-focused\n",
      "\n",
      "## Education\n",
      "- MBA in Information Technology, London Business School\n",
      "- Advanced Leadership Techniques Certification, University of London\n",
      "- Data Science Specialization Certification, Coursera (Johns Hopkins University)\n",
      "- B.Sc. in Computer Science, University of Edinburgh\n",
      "\n",
      "Noah Williams is an ideal candidate for senior executive roles, bringing a blend of technical expertise, strategic thinking, and leadership skills to drive innovation and success in the tech industry.\n",
      "\n",
      "\u001b[00m\n",
      "\u001b[1m\u001b[95m [DEBUG]: == Working Agent: Engineering Interview Preparer\u001b[00m\n",
      "\u001b[1m\u001b[95m [INFO]: == Starting Task: Create a set of potential interview questions and talking points based on the tailored resume and job requirements. Utilize tools to generate relevant questions and discussion points. Make sure to use these question and talking points to help the candiadte highlight the main points of the resume and how it matches the job posting.\u001b[00m\n",
      "\n",
      "\n",
      "\u001b[1m> Entering new CrewAgentExecutor chain...\u001b[0m\n",
      "\u001b[32;1m\u001b[1;3mI need to generate potential interview questions and talking points based on Noah Williams' resume and the job requirements provided.\n",
      "\n",
      "Action: Read a file's content\n",
      "Action Input: {}\u001b[0m\u001b[95m \n",
      "\n",
      "\n",
      "# Noah Williams\n",
      "- Email: noah.williams@example.dev\n",
      "- Phone: +44 11 111 11111\n",
      "\n",
      "## Profile\n",
      "Noah Williams is a distinguished Software Engineering Leader with an 18-year tenure in the technology industry, where he has excelled in leading both remote and in-office engineering teams. His expertise spans across software development, process innovation, and enhancing team collaboration. He is highly proficient in programming languages such as Ruby, Python, JavaScript, TypeScript, and Elixir, alongside deep expertise in various front end frameworks. Noah's significant experience in data science and machine learning has enabled him to spearhead successful deployments of scalable AI solutions and innovative data model development.\n",
      "\n",
      "## Work History\n",
      "\n",
      "### DataKernel: Director of Software Engineering (remote) — 2022 - Present\n",
      "- Noah has transformed the engineering division into a key revenue pillar for DataKernel, rapidly expanding the customer base from inception to a robust community.\n",
      "- He spearheaded the integration of cutting-edge AI technologies and the use of scalable vector databases, which significantly enhanced the product's capabilities and market positioning.\n",
      "- Under his leadership, the team has seen a substantial growth in skill development, with a focus on achieving strategic project goals that have significantly influenced the company's direction.\n",
      "- Noah also played a critical role in defining the company’s long-term strategic initiatives, particularly in adopting AI technologies that have set new benchmarks within the industry.\n",
      "\n",
      "### DataKernel: Senior Software Engineering Manager (remote) — 2019 - 2022\n",
      "- Directed the engineering strategy and operations in close collaboration with C-level executives, playing a pivotal role in shaping the company's technological trajectory.\n",
      "- Managed diverse teams across multiple time zones in North America and Europe, creating an environment of transparency and mutual respect which enhanced team performance and morale.\n",
      "- His initiatives in recruiting, mentoring, and retaining top talent have been crucial in fostering a culture of continuous improvement and high performance.\n",
      "\n",
      "### InnovPet: Founder & CEO (remote) — 2019 - 2022\n",
      "- Noah founded InnovPet, a startup focused on innovative IoT solutions for pet care, including a revolutionary GPS tracking collar that significantly enhanced pet safety and owner peace of mind.\n",
      "- He was responsible for overseeing product development from concept through execution, working closely with engineering teams and marketing partners to ensure a successful market entry.\n",
      "- Successfully set up an advisory board, established production facilities overseas, and navigated the company through a successful initial funding phase, showcasing his leadership and entrepreneurial acumen.\n",
      "- Built the initial version of the product leveraging MongoDB\n",
      "\n",
      "### EliteDevs: Engineering Manager (remote) — 2018 - 2019\n",
      "- Noah was instrumental in formulating and executing strategic plans that enhanced inter-departmental coordination and trust, leading to better project outcomes.\n",
      "- He managed multiple engineering teams, fostering a culture that balances productivity with innovation, and implemented goal-setting frameworks that aligned with the company's long-term goals.\n",
      "- Was a bery hands on manager using ruby on rails and react to build out a new product.\n",
      "\n",
      "### PrintPack: Engineering Manager (remote) — 2016 - 2018\n",
      "- Led the formation and development of a high-performance engineering team that was pivotal in increasing company revenue by 500% within two years.\n",
      "- His leadership in integrating data analytics into business decision-making processes led to the development of a predictive modeling tool that revolutionized customer behavior analysis.\n",
      "\n",
      "### DriveAI: Senior Software Engineer (remote) — 2015 - 2016\n",
      "- Developed and optimized a central API that significantly improved the functionality used by a large engineering team and thousands of users, enhancing overall system performance and user satisfaction.\n",
      "- Implemented several critical enhancements, including advanced caching strategies that drastically reduced response times and system loads.\n",
      "\n",
      "### BetCraft: CTO — 2013 - 2015\n",
      "- Led the technology strategy post-Series A funding, directly reporting to the board and guiding the company through a phase of significant technological advancement and network expansion.\n",
      "- His strategic initiatives and partnerships significantly improved platform performance and expanded the company's market reach.\n",
      "- Helped build his initial product using both React and Angular and got pretty good at it.\n",
      "\n",
      "## Education\n",
      "\n",
      "### MBA in Information Technology\n",
      "London Business School - MBA\n",
      "\n",
      "### Advanced Leadership Techniques\n",
      "University of London - Certification\n",
      "\n",
      "### Data Science Specialization\n",
      "Coursera (Johns Hopkins University) - Certification\n",
      "\n",
      "### B.Sc. in Computer Science\n",
      "University of Edinburgh - Bachelor’s degree\n",
      "\n",
      "Noah Williams is an ideal candidate for senior executive roles, particularly in companies seeking leadership with a robust blend of technical and strategic expertise.\n",
      "\n",
      "\u001b[00m\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32;1m\u001b[1;3mFinal Answer:\n",
      "Based on Noah Williams' extensive experience and skills, here are some potential interview questions and talking points that can help highlight his qualifications for the job:\n",
      "\n",
      "1. Experience and Leadership:\n",
      "- Can you walk us through a specific project where you led a team in integrating AI technologies to enhance product capabilities?\n",
      "- How did you manage and mentor diverse engineering teams across different time zones at DataKernel?\n",
      "\n",
      "2. Technical Expertise:\n",
      "- Could you discuss your experience in developing and optimizing a central API at DriveAI? What were the key enhancements you implemented?\n",
      "- How did you leverage your proficiency in Ruby, Python, JavaScript, TypeScript, and Elixir to drive innovation in software development?\n",
      "\n",
      "3. Innovation and Growth:\n",
      "- As the Founder & CEO of InnovPet, how did you navigate the startup through a successful funding phase and oversee product development?\n",
      "- Can you share a challenging situation where you demonstrated strategic thinking and innovation to drive growth in your role as an Engineering Manager at PrintPack?\n",
      "\n",
      "4. Strategic Vision:\n",
      "- What long-term strategic initiatives did you define at DataKernel to adopt AI technologies and set new industry benchmarks?\n",
      "- How did you balance productivity and innovation in managing multiple engineering teams at EliteDevs?\n",
      "\n",
      "5. Education and Certifications:\n",
      "- How has your MBA in Information Technology from London Business School influenced your leadership style and approach to technology projects?\n",
      "- In what ways have your certifications in Advanced Leadership Techniques and Data Science Specialization from University of London and Coursera impacted your career trajectory?\n",
      "\n",
      "These questions and talking points will help Noah Williams showcase his expertise, leadership capabilities, technical skills, and strategic vision during the interview process, aligning his qualifications with the job requirements.\u001b[0m\n",
      "\n",
      "\u001b[1m> Finished chain.\u001b[0m\n",
      "\u001b[1m\u001b[92m [DEBUG]: == [Engineering Interview Preparer] Task output: Based on Noah Williams' extensive experience and skills, here are some potential interview questions and talking points that can help highlight his qualifications for the job:\n",
      "\n",
      "1. Experience and Leadership:\n",
      "- Can you walk us through a specific project where you led a team in integrating AI technologies to enhance product capabilities?\n",
      "- How did you manage and mentor diverse engineering teams across different time zones at DataKernel?\n",
      "\n",
      "2. Technical Expertise:\n",
      "- Could you discuss your experience in developing and optimizing a central API at DriveAI? What were the key enhancements you implemented?\n",
      "- How did you leverage your proficiency in Ruby, Python, JavaScript, TypeScript, and Elixir to drive innovation in software development?\n",
      "\n",
      "3. Innovation and Growth:\n",
      "- As the Founder & CEO of InnovPet, how did you navigate the startup through a successful funding phase and oversee product development?\n",
      "- Can you share a challenging situation where you demonstrated strategic thinking and innovation to drive growth in your role as an Engineering Manager at PrintPack?\n",
      "\n",
      "4. Strategic Vision:\n",
      "- What long-term strategic initiatives did you define at DataKernel to adopt AI technologies and set new industry benchmarks?\n",
      "- How did you balance productivity and innovation in managing multiple engineering teams at EliteDevs?\n",
      "\n",
      "5. Education and Certifications:\n",
      "- How has your MBA in Information Technology from London Business School influenced your leadership style and approach to technology projects?\n",
      "- In what ways have your certifications in Advanced Leadership Techniques and Data Science Specialization from University of London and Coursera impacted your career trajectory?\n",
      "\n",
      "These questions and talking points will help Noah Williams showcase his expertise, leadership capabilities, technical skills, and strategic vision during the interview process, aligning his qualifications with the job requirements.\n",
      "\n",
      "\u001b[00m\n"
     ]
    }
   ],
   "source": [
    "### this execution will take a few minutes to run\n",
    "result = job_application_crew.kickoff(inputs=job_application_inputs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Dislplay the generated `tailored_resume.md` file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "height": 47
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "# Noah Williams\n",
       "- Email: noah.williams@example.dev\n",
       "- Phone: +44 11 111 11111\n",
       "\n",
       "## Summary\n",
       "Noah Williams is a distinguished Software Engineering Leader with an 18-year tenure in the technology industry, specializing in managing remote and in-office teams. His expertise spans software development, process innovation, and enhancing team collaboration. Proficient in Ruby, Python, JavaScript, TypeScript, and Elixir, with deep knowledge of various front-end frameworks. Experienced in data science and machine learning, leading successful deployments of scalable AI solutions and innovative data model development.\n",
       "\n",
       "## Work Experience\n",
       "\n",
       "### Director of Software Engineering at DataKernel (remote) — 2022 - Present\n",
       "- Transformed engineering division into a key revenue pillar, expanding customer base and market positioning with AI technologies and scalable vector databases.\n",
       "- Led team growth, skill development, and strategic project goals influencing company direction.\n",
       "\n",
       "### Senior Software Engineering Manager at DataKernel (remote) — 2019 - 2022\n",
       "- Directed engineering strategy and operations, managed diverse teams across time zones, and fostered transparency and high performance.\n",
       "\n",
       "### Founder & CEO at InnovPet (remote) — 2019 - 2022\n",
       "- Founded startup focused on IoT solutions for pet care, including revolutionary GPS tracking collar.\n",
       "- Oversaw product development, set up advisory board, and navigated through successful funding phase.\n",
       "\n",
       "### Engineering Manager at EliteDevs (remote) — 2018 - 2019\n",
       "- Formulated strategic plans that enhanced inter-departmental coordination and trust, managed multiple engineering teams, and implemented goal-setting frameworks.\n",
       "\n",
       "### Engineering Manager at PrintPack (remote) — 2016 - 2018\n",
       "- Led high-performance engineering team, increased company revenue by 500%, and integrated data analytics into business decision-making processes.\n",
       "\n",
       "### Senior Software Engineer at DriveAI (remote) — 2015 - 2016\n",
       "- Developed and optimized central API, implemented critical enhancements, and improved system performance and user satisfaction.\n",
       "\n",
       "### CTO at BetCraft — 2013 - 2015\n",
       "- Led technology strategy post-Series A funding, improved platform performance, and expanded market reach.\n",
       "\n",
       "## Skills\n",
       "- Proficient in Ruby, Python, JavaScript, TypeScript, Elixir\n",
       "- Deep expertise in various front-end frameworks\n",
       "- Experienced in data science and machine learning\n",
       "- Strong background in AI technologies\n",
       "- Strategic thinking and innovation-focused\n",
       "\n",
       "## Education\n",
       "- MBA in Information Technology, London Business School\n",
       "- Advanced Leadership Techniques Certification, University of London\n",
       "- Data Science Specialization Certification, Coursera (Johns Hopkins University)\n",
       "- B.Sc. in Computer Science, University of Edinburgh\n",
       "\n",
       "Noah Williams is an ideal candidate for senior executive roles, bringing a blend of technical expertise, strategic thinking, and leadership skills to drive innovation and success in the tech industry."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import Markdown, display\n",
    "display(Markdown(\"./tailored_resume.md\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Dislplay the generated `interview_materials.md` file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "height": 30
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "Based on Noah Williams' extensive experience and skills, here are some potential interview questions and talking points that can help highlight his qualifications for the job:\n",
       "\n",
       "1. Experience and Leadership:\n",
       "- Can you walk us through a specific project where you led a team in integrating AI technologies to enhance product capabilities?\n",
       "- How did you manage and mentor diverse engineering teams across different time zones at DataKernel?\n",
       "\n",
       "2. Technical Expertise:\n",
       "- Could you discuss your experience in developing and optimizing a central API at DriveAI? What were the key enhancements you implemented?\n",
       "- How did you leverage your proficiency in Ruby, Python, JavaScript, TypeScript, and Elixir to drive innovation in software development?\n",
       "\n",
       "3. Innovation and Growth:\n",
       "- As the Founder & CEO of InnovPet, how did you navigate the startup through a successful funding phase and oversee product development?\n",
       "- Can you share a challenging situation where you demonstrated strategic thinking and innovation to drive growth in your role as an Engineering Manager at PrintPack?\n",
       "\n",
       "4. Strategic Vision:\n",
       "- What long-term strategic initiatives did you define at DataKernel to adopt AI technologies and set new industry benchmarks?\n",
       "- How did you balance productivity and innovation in managing multiple engineering teams at EliteDevs?\n",
       "\n",
       "5. Education and Certifications:\n",
       "- How has your MBA in Information Technology from London Business School influenced your leadership style and approach to technology projects?\n",
       "- In what ways have your certifications in Advanced Leadership Techniques and Data Science Specialization from University of London and Coursera impacted your career trajectory?\n",
       "\n",
       "These questions and talking points will help Noah Williams showcase his expertise, leadership capabilities, technical skills, and strategic vision during the interview process, aligning his qualifications with the job requirements."
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(Markdown(\"./interview_materials.md\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CONGRATULATIONS!!!\n",
    "\n",
    "## Share your accomplishment!\n",
    "- Once you finish watching all the videos, you will see the \"In progress\" image on the bottom left turn into \"Accomplished\".\n",
    "- Click on \"Accomplished\" to view the course completion page with your name on it.\n",
    "- Take a screenshot and share on LinkedIn, X (Twitter), or Facebook.  \n",
    "- **Tag @Joāo (Joe) Moura, @crewAI, and @DeepLearning.AI, (and a few of your friends if you'd like them to try out the course)**\n",
    "- **Joāo and DeepLearning.AI will \"like\"/reshare/comment on your post!**\n",
    "\n",
    "## Get a completion badge that you can add to your LinkedIn profile!\n",
    "- Go to [learn.crewai.com](https://learn.crewai.com).\n",
    "- Upload your screenshot of your course completion page.\n",
    "- You'll get a badge from CrewAI that you can share!\n",
    "\n",
    "(Joāo will also talk about this in the last video of the course.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "height": 30
   },
   "outputs": [],
   "source": []
  }
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