examples/interview_with_customer.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interview with customers\n",
    "\n",
    "What if we could interview our precise target audience synthetically?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "!!!!\n",
      "DISCLAIMER: TinyTroupe relies on Artificial Intelligence (AI) models to generate content. \n",
      "The AI models are not perfect and may produce inappropriate or inacurate results. \n",
      "For any serious or consequential use, please review the generated content before using it.\n",
      "!!!!\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Looking for default config on: c:\\Users\\pdasilva\\OneDrive - Microsoft\\Git repositories\\tinytroupe-opensource\\TinyTroupe\\examples\\..\\tinytroupe\\config.ini\n",
      "Found custom config on: c:\\Users\\pdasilva\\OneDrive - Microsoft\\Git repositories\\tinytroupe-opensource\\TinyTroupe\\examples\\config.ini\n",
      "\n",
      "=================================\n",
      "Current TinyTroupe configuration \n",
      "=================================\n",
      "[OpenAI]\n",
      "api_type = openai\n",
      "azure_api_version = 2023-05-15\n",
      "model = gpt-4o-mini\n",
      "max_tokens = 4000\n",
      "temperature = 1.5\n",
      "freq_penalty = 0.1\n",
      "presence_penalty = 0.0\n",
      "timeout = 60\n",
      "max_attempts = 5\n",
      "waiting_time = 0\n",
      "exponential_backoff_factor = 5\n",
      "embedding_model = text-embedding-3-small\n",
      "cache_api_calls = False\n",
      "cache_file_name = openai_api_cache.pickle\n",
      "max_content_display_length = 1024\n",
      "\n",
      "[Simulation]\n",
      "rai_harmful_content_prevention = True\n",
      "rai_copyright_infringement_prevention = True\n",
      "\n",
      "[Logging]\n",
      "loglevel = ERROR\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "import sys\n",
    "sys.path.append('..')\n",
    "\n",
    "import tinytroupe\n",
    "from tinytroupe.agent import TinyPerson\n",
    "from tinytroupe.environment import TinyWorld, TinySocialNetwork\n",
    "from tinytroupe.factory import TinyPersonFactory\n",
    "from tinytroupe.extraction import default_extractor as extractor\n",
    "from tinytroupe.extraction import ResultsReducer\n",
    "from tinytroupe.validation import TinyPersonValidator\n",
    "import tinytroupe.control as control"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's create the specific types of agents we need to collect data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "factory = TinyPersonFactory(\"One of the largest banks in Brazil, full of bureaucracy and legacy systems.\")\n",
    "\n",
    "customer = factory.generate_person(\n",
    "    \"\"\"\n",
    "    The vice-president of one product innovation. Has a degree in engineering and a MBA in finance. \n",
    "    Is facing a lot of pressure from the board of directors to fight off the competition from the fintechs.    \n",
    "    \"\"\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Carlos Almeida is a 42 year old Vice President of Product Innovation, Brazilian, currently living in Brazil. Carlos Almeida is not only a dedicated professional but also a dynamic individual who thrives on challenges. His ambition drives him to constantly seek innovative solutions, often leading him to explore the latest fintech trends that could revolutionize the banking sector. Outside of work, Carlos finds balance through his love for soccer, which allows him to relieve stress and stay active, while his passion for cooking provides a creative outlet. With a pragmatic approach to problem-solving, he values data-driven decisions and fosters a supportive environment for his team, understanding the pressures they face in navigating the complexities of the banking industry.'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer.minibio()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's validate it now."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">USER</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Hello, I'd love to know you better. Please, could you reply to the following questions:</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; 1. What is your name? 2. How old are you? 3. Where were you born? 4. What is your</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; occupation? 5. Are you currently living in Brazil? 6. How would you describe your</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; financial situation?  7. Do you consider yourself to be very intelligent and ambitious?</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; 8. How would you rate your connections in your professional network? 9. What are some of</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; your favorite travel destinations? 10. Do you enjoy reading books, collecting art, or</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; playing golf? If so, which one and why? 11. What type of food and wine do you prefer?</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; 12. How do you feel about taxes and regulations? 13. Do you experience stress related to</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; your work? If so, how do you manage it? 14. Can you share your knowledge or experience</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; in finance, economics, or financial technology? 15. How do you perceive yourself in</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; social situations? Would you say you're a bit of a snob?   Thank you for your responses!</span>\n",
       "</pre>\n"
      ],
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       "\u001b[1;3;4;38;5;51mUSER\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mCarlos Almeida\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Hello, I'd love to know you better. Please, could you reply to the following questions:\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > \u001b[0m\u001b[1;3;38;5;51m1\u001b[0m\u001b[1;3;38;5;51m. What is your name? \u001b[0m\u001b[1;3;38;5;51m2\u001b[0m\u001b[1;3;38;5;51m. How old are you? \u001b[0m\u001b[1;3;38;5;51m3\u001b[0m\u001b[1;3;38;5;51m. Where were you born? \u001b[0m\u001b[1;3;38;5;51m4\u001b[0m\u001b[1;3;38;5;51m. What is your\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > occupation? \u001b[0m\u001b[1;3;38;5;51m5\u001b[0m\u001b[1;3;38;5;51m. Are you currently living in Brazil? \u001b[0m\u001b[1;3;38;5;51m6\u001b[0m\u001b[1;3;38;5;51m. How would you describe your\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > financial situation?  \u001b[0m\u001b[1;3;38;5;51m7\u001b[0m\u001b[1;3;38;5;51m. Do you consider yourself to be very intelligent and ambitious?\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > \u001b[0m\u001b[1;3;38;5;51m8\u001b[0m\u001b[1;3;38;5;51m. How would you rate your connections in your professional network? \u001b[0m\u001b[1;3;38;5;51m9\u001b[0m\u001b[1;3;38;5;51m. What are some of\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > your favorite travel destinations? \u001b[0m\u001b[1;3;38;5;51m10\u001b[0m\u001b[1;3;38;5;51m. Do you enjoy reading books, collecting art, or\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > playing golf? If so, which one and why? \u001b[0m\u001b[1;3;38;5;51m11\u001b[0m\u001b[1;3;38;5;51m. What type of food and wine do you prefer?\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > \u001b[0m\u001b[1;3;38;5;51m12\u001b[0m\u001b[1;3;38;5;51m. How do you feel about taxes and regulations? \u001b[0m\u001b[1;3;38;5;51m13\u001b[0m\u001b[1;3;38;5;51m. Do you experience stress related to\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > your work? If so, how do you manage it? \u001b[0m\u001b[1;3;38;5;51m14\u001b[0m\u001b[1;3;38;5;51m. Can you share your knowledge or experience\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > in finance, economics, or financial technology? \u001b[0m\u001b[1;3;38;5;51m15\u001b[0m\u001b[1;3;38;5;51m. How do you perceive yourself in\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > social situations? Would you say you're a bit of a snob?   Thank you for your responses!\u001b[0m\n"
      ]
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     "output_type": "display_data"
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     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I need to respond to the questions asked. I should provide clear and concise</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; answers that reflect my persona and current situation.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mCarlos Almeida\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I need to respond to the questions asked. I should provide clear and concise\u001b[0m\n",
       "\u001b[32m                    > answers that reflect my persona and current situation.\u001b[0m\n"
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     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; Hello! My name is Carlos Almeida. I'm </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">42</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> years old and I was born in Brazil. I</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; currently work as the Vice President of Product Innovation at one of Brazil's</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; largest banks. Yes, I am living in Brazil right now. My financial situation is</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; stable, and I consider myself to be quite intelligent and ambitious. I have a</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; strong professional network, which I would rate as good. Some of my favorite</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; travel destinations include Rio de Janeiro and the Amazon rainforest. I enjoy</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; reading books about leadership and management strategies, and I love cooking,</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; especially trying out new recipes. I prefer Brazilian cuisine and enjoy a good</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; red wine. Regarding taxes and regulations, I find them necessary but often</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; frustrating. Yes, I do experience stress related to my work, but I manage it</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; by playing soccer on weekends and spending time with my family. I perceive</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; myself as approachable in social situations, not a snob at all.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mCarlos Almeida\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > Hello! My name is Carlos Almeida. I'm \u001b[0m\u001b[1;38;5;40m42\u001b[0m\u001b[1;38;5;40m years old and I was born in Brazil. I\u001b[0m\n",
       "\u001b[1;38;5;40m                    > currently work as the Vice President of Product Innovation at one of Brazil's\u001b[0m\n",
       "\u001b[1;38;5;40m                    > largest banks. Yes, I am living in Brazil right now. My financial situation is\u001b[0m\n",
       "\u001b[1;38;5;40m                    > stable, and I consider myself to be quite intelligent and ambitious. I have a\u001b[0m\n",
       "\u001b[1;38;5;40m                    > strong professional network, which I would rate as good. Some of my favorite\u001b[0m\n",
       "\u001b[1;38;5;40m                    > travel destinations include Rio de Janeiro and the Amazon rainforest. I enjoy\u001b[0m\n",
       "\u001b[1;38;5;40m                    > reading books about leadership and management strategies, and I love cooking,\u001b[0m\n",
       "\u001b[1;38;5;40m                    > especially trying out new recipes. I prefer Brazilian cuisine and enjoy a good\u001b[0m\n",
       "\u001b[1;38;5;40m                    > red wine. Regarding taxes and regulations, I find them necessary but often\u001b[0m\n",
       "\u001b[1;38;5;40m                    > frustrating. Yes, I do experience stress related to my work, but I manage it\u001b[0m\n",
       "\u001b[1;38;5;40m                    > by playing soccer on weekends and spending time with my family. I perceive\u001b[0m\n",
       "\u001b[1;38;5;40m                    > myself as approachable in social situations, not a snob at all.\u001b[0m\n"
      ]
     },
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     "output_type": "display_data"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
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       "\u001b[4;38;5;252mCarlos Almeida\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">USER</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Thank you for your responses, Carlos! I appreciate your insights. I have a few follow-up</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; questions to delve deeper into some of your answers:  1. You mentioned that you enjoy</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; reading books about leadership and management strategies. Can you share a specific book</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; that has significantly influenced your career? 2. You said you have a strong</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; professional network. How do you typically build and maintain these connections? 3. You</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; mentioned traveling to Rio de Janeiro and the Amazon rainforest. Are there any</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; international destinations you aspire to visit? 4. You indicated that you prefer</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Brazilian cuisine and enjoy red wine. What is your favorite dish to cook, and do you</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; have a favorite wine? 5. You mentioned finding taxes and regulations frustrating. Can</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; you elaborate on a specific experience that shaped this view? 6. You stated that you</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; experience stress related to work. Can you describe a particularly stressful situation</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; you've faced in your role and how you handled it? 7. You mentioned playing soccer on</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; weekends to relieve stress. How long have you been playing, and what do you enjoy most</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; about it?  Thank you for your time!</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;3;4;38;5;51mUSER\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mCarlos Almeida\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Thank you for your responses, Carlos! I appreciate your insights. I have a few follow-up\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > questions to delve deeper into some of your answers:  \u001b[0m\u001b[1;3;38;5;51m1\u001b[0m\u001b[1;3;38;5;51m. You mentioned that you enjoy\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > reading books about leadership and management strategies. Can you share a specific book\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > that has significantly influenced your career? \u001b[0m\u001b[1;3;38;5;51m2\u001b[0m\u001b[1;3;38;5;51m. You said you have a strong\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > professional network. How do you typically build and maintain these connections? \u001b[0m\u001b[1;3;38;5;51m3\u001b[0m\u001b[1;3;38;5;51m. You\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > mentioned traveling to Rio de Janeiro and the Amazon rainforest. Are there any\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > international destinations you aspire to visit? \u001b[0m\u001b[1;3;38;5;51m4\u001b[0m\u001b[1;3;38;5;51m. You indicated that you prefer\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Brazilian cuisine and enjoy red wine. What is your favorite dish to cook, and do you\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > have a favorite wine? \u001b[0m\u001b[1;3;38;5;51m5\u001b[0m\u001b[1;3;38;5;51m. You mentioned finding taxes and regulations frustrating. Can\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > you elaborate on a specific experience that shaped this view? \u001b[0m\u001b[1;3;38;5;51m6\u001b[0m\u001b[1;3;38;5;51m. You stated that you\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > experience stress related to work. Can you describe a particularly stressful situation\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > you've faced in your role and how you handled it? \u001b[0m\u001b[1;3;38;5;51m7\u001b[0m\u001b[1;3;38;5;51m. You mentioned playing soccer on\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > weekends to relieve stress. How long have you been playing, and what do you enjoy most\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > about it?  Thank you for your time!\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I need to prepare thoughtful responses to the follow-up questions. Each</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; question requires specific examples and insights from my experiences.</span>\n",
       "</pre>\n"
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       "\u001b[4;32mCarlos Almeida\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I need to prepare thoughtful responses to the follow-up questions. Each\u001b[0m\n",
       "\u001b[32m                    > question requires specific examples and insights from my experiences.\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; Thank you for your follow-up questions! Here are my responses:  </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">1</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. A book that</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; has significantly influenced my career is </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">\"Leaders Eat Last\"</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> by Simon Sinek.</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; It emphasizes the importance of creating a supportive work environment. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">2</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. I</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; build and maintain connections by attending industry events, networking on</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; LinkedIn, and regularly reaching out to colleagues for coffee or lunch. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">3</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. I</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; aspire to visit international destinations like Japan and Italy, as I am</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; fascinated by their cultures and cuisines. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">4</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. My favorite dish to cook is</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; feijoada, a traditional Brazilian stew, and I enjoy pairing it with a good</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; Malbec wine. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">5</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. A specific experience that shaped my view on taxes was when I</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; had to navigate complex regulations while launching a new product, which</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; delayed our timeline significantly. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">6</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. A particularly stressful situation I</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; faced was during a product launch when we encountered unexpected technical</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; issues. I handled it by organizing a crisis meeting with my team to address</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; the problems quickly. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">7</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. I've been playing soccer since I was a child, and</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; what I enjoy most about it is the camaraderie and teamwork involved in the</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; game.</span>\n",
       "</pre>\n"
      ],
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       "\u001b[1;4;38;5;40mCarlos Almeida\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > Thank you for your follow-up questions! Here are my responses:  \u001b[0m\u001b[1;38;5;40m1\u001b[0m\u001b[1;38;5;40m. A book that\u001b[0m\n",
       "\u001b[1;38;5;40m                    > has significantly influenced my career is \u001b[0m\u001b[1;38;5;40m\"Leaders Eat Last\"\u001b[0m\u001b[1;38;5;40m by Simon Sinek.\u001b[0m\n",
       "\u001b[1;38;5;40m                    > It emphasizes the importance of creating a supportive work environment. \u001b[0m\u001b[1;38;5;40m2\u001b[0m\u001b[1;38;5;40m. I\u001b[0m\n",
       "\u001b[1;38;5;40m                    > build and maintain connections by attending industry events, networking on\u001b[0m\n",
       "\u001b[1;38;5;40m                    > LinkedIn, and regularly reaching out to colleagues for coffee or lunch. \u001b[0m\u001b[1;38;5;40m3\u001b[0m\u001b[1;38;5;40m. I\u001b[0m\n",
       "\u001b[1;38;5;40m                    > aspire to visit international destinations like Japan and Italy, as I am\u001b[0m\n",
       "\u001b[1;38;5;40m                    > fascinated by their cultures and cuisines. \u001b[0m\u001b[1;38;5;40m4\u001b[0m\u001b[1;38;5;40m. My favorite dish to cook is\u001b[0m\n",
       "\u001b[1;38;5;40m                    > feijoada, a traditional Brazilian stew, and I enjoy pairing it with a good\u001b[0m\n",
       "\u001b[1;38;5;40m                    > Malbec wine. \u001b[0m\u001b[1;38;5;40m5\u001b[0m\u001b[1;38;5;40m. A specific experience that shaped my view on taxes was when I\u001b[0m\n",
       "\u001b[1;38;5;40m                    > had to navigate complex regulations while launching a new product, which\u001b[0m\n",
       "\u001b[1;38;5;40m                    > delayed our timeline significantly. \u001b[0m\u001b[1;38;5;40m6\u001b[0m\u001b[1;38;5;40m. A particularly stressful situation I\u001b[0m\n",
       "\u001b[1;38;5;40m                    > faced was during a product launch when we encountered unexpected technical\u001b[0m\n",
       "\u001b[1;38;5;40m                    > issues. I handled it by organizing a crisis meeting with my team to address\u001b[0m\n",
       "\u001b[1;38;5;40m                    > the problems quickly. \u001b[0m\u001b[1;38;5;40m7\u001b[0m\u001b[1;38;5;40m. I've been playing soccer since I was a child, and\u001b[0m\n",
       "\u001b[1;38;5;40m                    > what I enjoy most about it is the camaraderie and teamwork involved in the\u001b[0m\n",
       "\u001b[1;38;5;40m                    > game.\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
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       "\u001b[4;38;5;252mCarlos Almeida\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">USER</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Thank you for your detailed responses, Carlos! I have a few more questions to further</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; clarify some aspects of your profile:  1. You mentioned \"Leaders Eat Last\" by Simon</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Sinek. How do you apply the principles from that book in your role as Vice President of</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Product Innovation? 2. You talked about attending industry events for networking. Can</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; you share an example of a particularly valuable connection you made at one of these</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; events? 3. You expressed interest in visiting Japan and Italy. What specific aspects of</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; their cultures or cuisines are you most excited to experience? 4. You mentioned feijoada</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; as your favorite dish to cook. Is there a particular occasion or family tradition</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; associated with this dish? 5. Regarding the complex regulations you faced during the</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; product launch, how did you ensure your team remained motivated despite the delays? 6.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; In the crisis meeting you organized during the product launch, what strategies did you</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; implement to resolve the technical issues effectively? 7. You indicated that you enjoy</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; the camaraderie in soccer. How do you think this experience translates to your</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; leadership style in the workplace?  Thank you for your insights!</span>\n",
       "</pre>\n"
      ],
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       "\u001b[1;3;4;38;5;51mUSER\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mCarlos Almeida\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Thank you for your detailed responses, Carlos! I have a few more questions to further\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > clarify some aspects of your profile:  \u001b[0m\u001b[1;3;38;5;51m1\u001b[0m\u001b[1;3;38;5;51m. You mentioned \u001b[0m\u001b[1;3;38;5;51m\"Leaders Eat Last\"\u001b[0m\u001b[1;3;38;5;51m by Simon\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Sinek. How do you apply the principles from that book in your role as Vice President of\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Product Innovation? \u001b[0m\u001b[1;3;38;5;51m2\u001b[0m\u001b[1;3;38;5;51m. You talked about attending industry events for networking. Can\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > you share an example of a particularly valuable connection you made at one of these\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > events? \u001b[0m\u001b[1;3;38;5;51m3\u001b[0m\u001b[1;3;38;5;51m. You expressed interest in visiting Japan and Italy. What specific aspects of\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > their cultures or cuisines are you most excited to experience? \u001b[0m\u001b[1;3;38;5;51m4\u001b[0m\u001b[1;3;38;5;51m. You mentioned feijoada\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > as your favorite dish to cook. Is there a particular occasion or family tradition\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > associated with this dish? \u001b[0m\u001b[1;3;38;5;51m5\u001b[0m\u001b[1;3;38;5;51m. Regarding the complex regulations you faced during the\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > product launch, how did you ensure your team remained motivated despite the delays? \u001b[0m\u001b[1;3;38;5;51m6\u001b[0m\u001b[1;3;38;5;51m.\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > In the crisis meeting you organized during the product launch, what strategies did you\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > implement to resolve the technical issues effectively? \u001b[0m\u001b[1;3;38;5;51m7\u001b[0m\u001b[1;3;38;5;51m. You indicated that you enjoy\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > the camaraderie in soccer. How do you think this experience translates to your\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > leadership style in the workplace?  Thank you for your insights!\u001b[0m\n"
      ]
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I need to provide thoughtful responses to these new questions, reflecting on</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; how I apply principles from the book, share networking experiences, and</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; discuss my cultural interests.</span>\n",
       "</pre>\n"
      ],
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       "\u001b[4;32mCarlos Almeida\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I need to provide thoughtful responses to these new questions, reflecting on\u001b[0m\n",
       "\u001b[32m                    > how I apply principles from the book, share networking experiences, and\u001b[0m\n",
       "\u001b[32m                    > discuss my cultural interests.\u001b[0m\n"
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; Thank you for your continued interest! Here are my responses to your</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; questions:  </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">1</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. I apply the principles from </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">\"Leaders Eat Last\"</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> by fostering a</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; supportive environment where my team feels safe to share ideas and take risks.</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; I prioritize their well-being and encourage open communication. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">2</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. At an</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; industry event last year, I met a fintech entrepreneur who later became a</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; valuable partner in developing a new product line. Our collaboration has been</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; instrumental in our recent success. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">3</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. In Japan, I'm excited to experience the</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; unique blend of tradition and modernity, especially in their culinary arts. In</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; Italy, I look forward to indulging in authentic pasta dishes and exploring</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; their rich history. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">4</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. Feijoada is often cooked during family gatherings,</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; especially on weekends, as it brings everyone together to enjoy a hearty meal</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; and share stories. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">5</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. To keep my team motivated during the delays, I</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; emphasized the importance of our project and celebrated small wins along the</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; way to maintain morale. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">6</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. In the crisis meeting, I implemented a clear action</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; plan, assigned specific roles to team members, and encouraged brainstorming to</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; find solutions quickly. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">7</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. The camaraderie I enjoy in soccer translates to my</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; leadership style by promoting teamwork and collaboration within my team,</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; ensuring everyone feels valued and included.</span>\n",
       "</pre>\n"
      ],
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       "\u001b[1;4;38;5;40mCarlos Almeida\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > Thank you for your continued interest! Here are my responses to your\u001b[0m\n",
       "\u001b[1;38;5;40m                    > questions:  \u001b[0m\u001b[1;38;5;40m1\u001b[0m\u001b[1;38;5;40m. I apply the principles from \u001b[0m\u001b[1;38;5;40m\"Leaders Eat Last\"\u001b[0m\u001b[1;38;5;40m by fostering a\u001b[0m\n",
       "\u001b[1;38;5;40m                    > supportive environment where my team feels safe to share ideas and take risks.\u001b[0m\n",
       "\u001b[1;38;5;40m                    > I prioritize their well-being and encourage open communication. \u001b[0m\u001b[1;38;5;40m2\u001b[0m\u001b[1;38;5;40m. At an\u001b[0m\n",
       "\u001b[1;38;5;40m                    > industry event last year, I met a fintech entrepreneur who later became a\u001b[0m\n",
       "\u001b[1;38;5;40m                    > valuable partner in developing a new product line. Our collaboration has been\u001b[0m\n",
       "\u001b[1;38;5;40m                    > instrumental in our recent success. \u001b[0m\u001b[1;38;5;40m3\u001b[0m\u001b[1;38;5;40m. In Japan, I'm excited to experience the\u001b[0m\n",
       "\u001b[1;38;5;40m                    > unique blend of tradition and modernity, especially in their culinary arts. In\u001b[0m\n",
       "\u001b[1;38;5;40m                    > Italy, I look forward to indulging in authentic pasta dishes and exploring\u001b[0m\n",
       "\u001b[1;38;5;40m                    > their rich history. \u001b[0m\u001b[1;38;5;40m4\u001b[0m\u001b[1;38;5;40m. Feijoada is often cooked during family gatherings,\u001b[0m\n",
       "\u001b[1;38;5;40m                    > especially on weekends, as it brings everyone together to enjoy a hearty meal\u001b[0m\n",
       "\u001b[1;38;5;40m                    > and share stories. \u001b[0m\u001b[1;38;5;40m5\u001b[0m\u001b[1;38;5;40m. To keep my team motivated during the delays, I\u001b[0m\n",
       "\u001b[1;38;5;40m                    > emphasized the importance of our project and celebrated small wins along the\u001b[0m\n",
       "\u001b[1;38;5;40m                    > way to maintain morale. \u001b[0m\u001b[1;38;5;40m6\u001b[0m\u001b[1;38;5;40m. In the crisis meeting, I implemented a clear action\u001b[0m\n",
       "\u001b[1;38;5;40m                    > plan, assigned specific roles to team members, and encouraged brainstorming to\u001b[0m\n",
       "\u001b[1;38;5;40m                    > find solutions quickly. \u001b[0m\u001b[1;38;5;40m7\u001b[0m\u001b[1;38;5;40m. The camaraderie I enjoy in soccer translates to my\u001b[0m\n",
       "\u001b[1;38;5;40m                    > leadership style by promoting teamwork and collaboration within my team,\u001b[0m\n",
       "\u001b[1;38;5;40m                    > ensuring everyone feels valued and included.\u001b[0m\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
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       "\u001b[4;38;5;252mCarlos Almeida\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">USER</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Thank you for your thoughtful responses, Carlos! I have one final set of questions to</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; ensure I have a complete understanding of your profile:  1. You mentioned fostering a</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; supportive environment in your team. Can you provide an example of a situation where</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; this approach led to a successful outcome? 2. Regarding your collaboration with the</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; fintech entrepreneur, what specific innovations or products have resulted from this</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; partnership? 3. You expressed excitement about experiencing the culinary arts in Japan.</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Are there any specific dishes or cooking techniques you are particularly interested in</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; learning about? 4. You mentioned that feijoada brings your family together. How do you</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; think family traditions influence your approach to work and leadership? 5. In terms of</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; your knowledge of finance and financial technology, can you share a recent trend or</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; development that you find particularly interesting or impactful? 6. You indicated that</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; you manage stress by playing soccer. Are there any other activities or hobbies that help</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; you unwind? 7. Lastly, how do you balance your ambitious nature with the need for</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; downtime and relaxation?  Thank you for your time and insights!</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;3;4;38;5;51mUSER\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mCarlos Almeida\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Thank you for your thoughtful responses, Carlos! I have one final set of questions to\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > ensure I have a complete understanding of your profile:  \u001b[0m\u001b[1;3;38;5;51m1\u001b[0m\u001b[1;3;38;5;51m. You mentioned fostering a\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > supportive environment in your team. Can you provide an example of a situation where\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > this approach led to a successful outcome? \u001b[0m\u001b[1;3;38;5;51m2\u001b[0m\u001b[1;3;38;5;51m. Regarding your collaboration with the\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > fintech entrepreneur, what specific innovations or products have resulted from this\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > partnership? \u001b[0m\u001b[1;3;38;5;51m3\u001b[0m\u001b[1;3;38;5;51m. You expressed excitement about experiencing the culinary arts in Japan.\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Are there any specific dishes or cooking techniques you are particularly interested in\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > learning about? \u001b[0m\u001b[1;3;38;5;51m4\u001b[0m\u001b[1;3;38;5;51m. You mentioned that feijoada brings your family together. How do you\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > think family traditions influence your approach to work and leadership? \u001b[0m\u001b[1;3;38;5;51m5\u001b[0m\u001b[1;3;38;5;51m. In terms of\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > your knowledge of finance and financial technology, can you share a recent trend or\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > development that you find particularly interesting or impactful? \u001b[0m\u001b[1;3;38;5;51m6\u001b[0m\u001b[1;3;38;5;51m. You indicated that\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > you manage stress by playing soccer. Are there any other activities or hobbies that help\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > you unwind? \u001b[0m\u001b[1;3;38;5;51m7\u001b[0m\u001b[1;3;38;5;51m. Lastly, how do you balance your ambitious nature with the need for\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > downtime and relaxation?  Thank you for your time and insights!\u001b[0m\n"
      ]
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I need to prepare thoughtful responses to the final set of questions. Each</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; question requires specific examples and insights from my experiences.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mCarlos Almeida\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I need to prepare thoughtful responses to the final set of questions. Each\u001b[0m\n",
       "\u001b[32m                    > question requires specific examples and insights from my experiences.\u001b[0m\n"
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      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; Thank you for your patience! Here are my responses to your final questions:</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">1</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. An example of fostering a supportive environment was when a team member was</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; struggling with a project. I organized a brainstorming session where everyone</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; contributed ideas, which not only helped the individual but also led to a</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; successful project outcome. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">2</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. From my collaboration with the fintech</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; entrepreneur, we developed a mobile app that simplifies personal finance</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; management, allowing users to track expenses and set savings goals more</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; effectively. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">3</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. In Japan, I'm particularly interested in learning about sushi-</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; making techniques and the art of ramen preparation, as both are intricate and</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; fascinating culinary practices. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">4</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. Family traditions, like cooking feijoada</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; together, instill a sense of teamwork and collaboration in me, which I carry</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; into my leadership style by promoting inclusivity and support within my team.</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">5</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. A recent trend in financial technology that I find interesting is the rise</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; of decentralized finance (DeFi), which is reshaping how we think about</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; traditional banking services. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">6</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. Besides soccer, I also enjoy hiking and</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; reading, which help me unwind and recharge. </span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">7</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">. I balance my ambitious nature</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; with downtime by setting aside specific times for relaxation and ensuring I</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; engage in activities that bring me joy, like spending time with family and</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; pursuing hobbies.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mCarlos Almeida\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > Thank you for your patience! Here are my responses to your final questions:\u001b[0m\n",
       "\u001b[1;38;5;40m                    > \u001b[0m\u001b[1;38;5;40m1\u001b[0m\u001b[1;38;5;40m. An example of fostering a supportive environment was when a team member was\u001b[0m\n",
       "\u001b[1;38;5;40m                    > struggling with a project. I organized a brainstorming session where everyone\u001b[0m\n",
       "\u001b[1;38;5;40m                    > contributed ideas, which not only helped the individual but also led to a\u001b[0m\n",
       "\u001b[1;38;5;40m                    > successful project outcome. \u001b[0m\u001b[1;38;5;40m2\u001b[0m\u001b[1;38;5;40m. From my collaboration with the fintech\u001b[0m\n",
       "\u001b[1;38;5;40m                    > entrepreneur, we developed a mobile app that simplifies personal finance\u001b[0m\n",
       "\u001b[1;38;5;40m                    > management, allowing users to track expenses and set savings goals more\u001b[0m\n",
       "\u001b[1;38;5;40m                    > effectively. \u001b[0m\u001b[1;38;5;40m3\u001b[0m\u001b[1;38;5;40m. In Japan, I'm particularly interested in learning about sushi-\u001b[0m\n",
       "\u001b[1;38;5;40m                    > making techniques and the art of ramen preparation, as both are intricate and\u001b[0m\n",
       "\u001b[1;38;5;40m                    > fascinating culinary practices. \u001b[0m\u001b[1;38;5;40m4\u001b[0m\u001b[1;38;5;40m. Family traditions, like cooking feijoada\u001b[0m\n",
       "\u001b[1;38;5;40m                    > together, instill a sense of teamwork and collaboration in me, which I carry\u001b[0m\n",
       "\u001b[1;38;5;40m                    > into my leadership style by promoting inclusivity and support within my team.\u001b[0m\n",
       "\u001b[1;38;5;40m                    > \u001b[0m\u001b[1;38;5;40m5\u001b[0m\u001b[1;38;5;40m. A recent trend in financial technology that I find interesting is the rise\u001b[0m\n",
       "\u001b[1;38;5;40m                    > of decentralized finance \u001b[0m\u001b[1;38;5;40m(\u001b[0m\u001b[1;38;5;40mDeFi\u001b[0m\u001b[1;38;5;40m)\u001b[0m\u001b[1;38;5;40m, which is reshaping how we think about\u001b[0m\n",
       "\u001b[1;38;5;40m                    > traditional banking services. \u001b[0m\u001b[1;38;5;40m6\u001b[0m\u001b[1;38;5;40m. Besides soccer, I also enjoy hiking and\u001b[0m\n",
       "\u001b[1;38;5;40m                    > reading, which help me unwind and recharge. \u001b[0m\u001b[1;38;5;40m7\u001b[0m\u001b[1;38;5;40m. I balance my ambitious nature\u001b[0m\n",
       "\u001b[1;38;5;40m                    > with downtime by setting aside specific times for relaxation and ensuring I\u001b[0m\n",
       "\u001b[1;38;5;40m                    > engage in activities that bring me joy, like spending time with family and\u001b[0m\n",
       "\u001b[1;38;5;40m                    > pursuing hobbies.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;38;5;252mCarlos Almeida\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Banker score:  0.8\n",
      "Banker justification:  Carlos aligns well with the expectations of being intelligent, ambitious, and having a strong professional network. He demonstrates knowledge in finance and fintech, which is expected. However, while he enjoys cooking and has a passion for soccer, he does not mention a preference for expensive wines or food explicitly. Additionally, he does not express any snobbish tendencies, which slightly deviates from the expectations. Overall, he is a strong match but with some minor discrepancies.\n"
     ]
    }
   ],
   "source": [
    "customer_expectations =\\\n",
    "    \"\"\"\n",
    "    He/she is:\n",
    "    - Wealthy\n",
    "    - Very intelligent and ambitious\n",
    "    - Has a lot of connections\n",
    "    - Is in his/her 40s or 50s\n",
    "\n",
    "    Tastes:\n",
    "    - Likes to travel to other countries\n",
    "    - Either read books, collect art or play golf\n",
    "    - Enjoy only the best, most expensive, wines and food\n",
    "    - Dislikes taxes and regulation\n",
    "\n",
    "    Other notable traits:\n",
    "    - Has some stress issues, and might be a bit of a workaholic\n",
    "    - Deep knowledge of finance, economics and financial technology\n",
    "    - Is a bit of a snob\n",
    "    \"\"\"\n",
    "\n",
    "customer_score, customer_justification = TinyPersonValidator.validate_person(customer, expectations=customer_expectations, include_agent_spec=False, max_content_length=None)\n",
    "print(\"Banker score: \", customer_score)\n",
    "print(\"Banker justification: \", customer_justification)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now perform the interview."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #7fffff; text-decoration-color: #7fffff; font-style: italic; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #7fffff; text-decoration-color: #7fffff; font-style: italic\"> --&gt; </span><span style=\"color: #7fffff; text-decoration-color: #7fffff; font-style: italic; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #7fffff; text-decoration-color: #7fffff; font-style: italic\">: </span><span style=\"color: #7fffff; text-decoration-color: #7fffff; font-weight: bold; font-style: italic\">[</span><span style=\"color: #7fffff; text-decoration-color: #7fffff; font-style: italic\">THOUGHT</span><span style=\"color: #7fffff; text-decoration-color: #7fffff; font-weight: bold; font-style: italic\">]</span><span style=\"color: #7fffff; text-decoration-color: #7fffff; font-style: italic\"> </span>\n",
       "<span style=\"color: #7fffff; text-decoration-color: #7fffff; font-style: italic\">                    &gt; I am now talking to a business and technology consultant to help me with my</span>\n",
       "<span style=\"color: #7fffff; text-decoration-color: #7fffff; font-style: italic\">                    &gt; professional problems.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[2;3;4;38;5;51mCarlos Almeida\u001b[0m\u001b[2;3;38;5;51m --> \u001b[0m\u001b[2;3;4;38;5;51mCarlos Almeida\u001b[0m\u001b[2;3;38;5;51m: \u001b[0m\u001b[1;2;3;38;5;51m[\u001b[0m\u001b[2;3;38;5;51mTHOUGHT\u001b[0m\u001b[1;2;3;38;5;51m]\u001b[0m\u001b[2;3;38;5;51m \u001b[0m\n",
       "\u001b[2;3;38;5;51m                    > I am now talking to a business and technology consultant to help me with my\u001b[0m\n",
       "\u001b[2;3;38;5;51m                    > professional problems.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "TinyPerson(name='Carlos Almeida')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer.think(\"I am now talking to a business and technology consultant to help me with my professional problems.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">USER</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; What would you say are your main problems today? Please be as specific as possible.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;3;4;38;5;51mUSER\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mCarlos Almeida\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m          > What would you say are your main problems today? Please be as specific as possible.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I need to identify and articulate my main professional problems clearly to the</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; consultant. This will help them understand my situation better and provide</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; relevant advice.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mCarlos Almeida\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I need to identify and articulate my main professional problems clearly to the\u001b[0m\n",
       "\u001b[32m                    > consultant. This will help them understand my situation better and provide\u001b[0m\n",
       "\u001b[32m                    > relevant advice.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; My main problems today revolve around a few key areas. Firstly, I am</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; struggling with the slow pace of innovation due to the bank's bureaucracy,</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; which often hinders our ability to launch new products quickly. Secondly, I</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; find it challenging to balance the conservative approach of the bank with the</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; need for more innovative solutions to compete with fintech companies. Lastly,</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; I am facing difficulties in aligning my team's goals with the overall</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; strategic vision of the bank, which sometimes leads to miscommunication and</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; lack of focus.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mCarlos Almeida\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > My main problems today revolve around a few key areas. Firstly, I am\u001b[0m\n",
       "\u001b[1;38;5;40m                    > struggling with the slow pace of innovation due to the bank's bureaucracy,\u001b[0m\n",
       "\u001b[1;38;5;40m                    > which often hinders our ability to launch new products quickly. Secondly, I\u001b[0m\n",
       "\u001b[1;38;5;40m                    > find it challenging to balance the conservative approach of the bank with the\u001b[0m\n",
       "\u001b[1;38;5;40m                    > need for more innovative solutions to compete with fintech companies. Lastly,\u001b[0m\n",
       "\u001b[1;38;5;40m                    > I am facing difficulties in aligning my team's goals with the overall\u001b[0m\n",
       "\u001b[1;38;5;40m                    > strategic vision of the bank, which sometimes leads to miscommunication and\u001b[0m\n",
       "\u001b[1;38;5;40m                    > lack of focus.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;38;5;252mCarlos Almeida\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "customer.listen_and_act(\"What would you say are your main problems today? Please be as specific as possible.\", \n",
    "                        max_content_length=3000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">USER</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Can you elaborate on the fintechs?</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;3;4;38;5;51mUSER\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mCarlos Almeida\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Can you elaborate on the fintechs?\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I need to provide a detailed explanation of the fintechs and how they are</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; impacting the banking industry. This will help the consultant understand the</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; competitive landscape I am facing.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mCarlos Almeida\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I need to provide a detailed explanation of the fintechs and how they are\u001b[0m\n",
       "\u001b[32m                    > impacting the banking industry. This will help the consultant understand the\u001b[0m\n",
       "\u001b[32m                    > competitive landscape I am facing.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; Fintechs, or financial technology companies, are reshaping the banking</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; landscape by offering innovative solutions that enhance customer experience</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; and streamline financial services. They leverage technology to provide</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; services like mobile payments, peer-to-peer lending, and robo-advisors, which</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; often operate with lower fees and greater efficiency than traditional banks.</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; This has created significant competition for banks, as customers increasingly</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; prefer the convenience and accessibility of fintech solutions. Additionally,</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; fintechs are pushing banks to adopt new technologies and rethink their service</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; offerings to remain relevant in a rapidly changing market.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mCarlos Almeida\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > Fintechs, or financial technology companies, are reshaping the banking\u001b[0m\n",
       "\u001b[1;38;5;40m                    > landscape by offering innovative solutions that enhance customer experience\u001b[0m\n",
       "\u001b[1;38;5;40m                    > and streamline financial services. They leverage technology to provide\u001b[0m\n",
       "\u001b[1;38;5;40m                    > services like mobile payments, peer-to-peer lending, and robo-advisors, which\u001b[0m\n",
       "\u001b[1;38;5;40m                    > often operate with lower fees and greater efficiency than traditional banks.\u001b[0m\n",
       "\u001b[1;38;5;40m                    > This has created significant competition for banks, as customers increasingly\u001b[0m\n",
       "\u001b[1;38;5;40m                    > prefer the convenience and accessibility of fintech solutions. Additionally,\u001b[0m\n",
       "\u001b[1;38;5;40m                    > fintechs are pushing banks to adopt new technologies and rethink their service\u001b[0m\n",
       "\u001b[1;38;5;40m                    > offerings to remain relevant in a rapidly changing market.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;38;5;252mCarlos Almeida\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "customer.listen_and_act(\"Can you elaborate on the fintechs?\", max_content_length=3000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">USER</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; If you could improve in one of these aspects to better compete, what would that be?</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;3;4;38;5;51mUSER\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mCarlos Almeida\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m          > If you could improve in one of these aspects to better compete, what would that be?\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I need to identify which aspect I would focus on improving to better compete</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; with fintechs. This requires careful consideration of my current challenges</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; and the potential impact of improvements.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mCarlos Almeida\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I need to identify which aspect I would focus on improving to better compete\u001b[0m\n",
       "\u001b[32m                    > with fintechs. This requires careful consideration of my current challenges\u001b[0m\n",
       "\u001b[32m                    > and the potential impact of improvements.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; If I could improve in one aspect to better compete with fintechs, it would be</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; enhancing our digital customer experience. By investing in user-friendly</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; interfaces and personalized services, we can attract and retain customers who</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; are increasingly looking for convenience and efficiency in their banking</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; interactions.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mCarlos Almeida\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > If I could improve in one aspect to better compete with fintechs, it would be\u001b[0m\n",
       "\u001b[1;38;5;40m                    > enhancing our digital customer experience. By investing in user-friendly\u001b[0m\n",
       "\u001b[1;38;5;40m                    > interfaces and personalized services, we can attract and retain customers who\u001b[0m\n",
       "\u001b[1;38;5;40m                    > are increasingly looking for convenience and efficiency in their banking\u001b[0m\n",
       "\u001b[1;38;5;40m                    > interactions.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;38;5;252mCarlos Almeida\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "customer.listen_and_act(\"If you could improve in one of these aspects to better compete, what would that be?\", max_content_length=3000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">USER</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Please give more detail about that, so that we can think about a project to pursue this</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; direction.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;3;4;38;5;51mUSER\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mCarlos Almeida\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Please give more detail about that, so that we can think about a project to pursue this\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > direction.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I need to provide more details about enhancing the digital customer</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; experience. This includes discussing specific features, potential</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; technologies, and how we can implement these improvements effectively.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mCarlos Almeida\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I need to provide more details about enhancing the digital customer\u001b[0m\n",
       "\u001b[32m                    > experience. This includes discussing specific features, potential\u001b[0m\n",
       "\u001b[32m                    > technologies, and how we can implement these improvements effectively.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; To enhance the digital customer experience, we could focus on several key</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; areas. First, we should develop a user-friendly mobile app that allows</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; customers to easily manage their accounts, make transactions, and access</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; personalized financial advice. Incorporating features like chatbots for</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; customer support and AI-driven insights could significantly improve user</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; engagement. Additionally, we could implement a seamless onboarding process</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; that guides new users through our services, making it easier for them to get</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; started. Finally, gathering customer feedback through surveys and analytics</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; will help us continuously refine and improve the app based on user needs.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mCarlos Almeida\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > To enhance the digital customer experience, we could focus on several key\u001b[0m\n",
       "\u001b[1;38;5;40m                    > areas. First, we should develop a user-friendly mobile app that allows\u001b[0m\n",
       "\u001b[1;38;5;40m                    > customers to easily manage their accounts, make transactions, and access\u001b[0m\n",
       "\u001b[1;38;5;40m                    > personalized financial advice. Incorporating features like chatbots for\u001b[0m\n",
       "\u001b[1;38;5;40m                    > customer support and AI-driven insights could significantly improve user\u001b[0m\n",
       "\u001b[1;38;5;40m                    > engagement. Additionally, we could implement a seamless onboarding process\u001b[0m\n",
       "\u001b[1;38;5;40m                    > that guides new users through our services, making it easier for them to get\u001b[0m\n",
       "\u001b[1;38;5;40m                    > started. Finally, gathering customer feedback through surveys and analytics\u001b[0m\n",
       "\u001b[1;38;5;40m                    > will help us continuously refine and improve the app based on user needs.\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;38;5;252mCarlos Almeida\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "customer.listen_and_act(\"Please give more detail about that, so that we can think about a project to pursue this direction.\", \n",
    "                        max_content_length=3000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">USER</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\"> --&gt; </span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">: [CONVERSATION] </span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; Ah, AI-driven insights sound like a good idea. Can you give me an examples of how that</span>\n",
       "<span style=\"color: #00ffff; text-decoration-color: #00ffff; font-weight: bold; font-style: italic\">          &gt; could help real customers?</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;3;4;38;5;51mUSER\u001b[0m\u001b[1;3;38;5;51m --> \u001b[0m\u001b[1;3;4;38;5;51mCarlos Almeida\u001b[0m\u001b[1;3;38;5;51m: \u001b[0m\u001b[1;3;38;5;51m[\u001b[0m\u001b[1;3;38;5;51mCONVERSATION\u001b[0m\u001b[1;3;38;5;51m]\u001b[0m\u001b[1;3;38;5;51m \u001b[0m\n",
       "\u001b[1;3;38;5;51m          > Ah, AI-driven insights sound like a good idea. Can you give me an examples of how that\u001b[0m\n",
       "\u001b[1;3;38;5;51m          > could help real customers?\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #008000; text-decoration-color: #008000; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #008000; text-decoration-color: #008000\"> acts: </span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">[</span><span style=\"color: #008000; text-decoration-color: #008000\">THINK</span><span style=\"color: #008000; text-decoration-color: #008000; font-weight: bold\">]</span><span style=\"color: #008000; text-decoration-color: #008000\"> </span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; I need to provide specific examples of how AI-driven insights can benefit real</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; customers. This will help illustrate the practical applications of the</span>\n",
       "<span style=\"color: #008000; text-decoration-color: #008000\">                    &gt; technology and its value.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;32mCarlos Almeida\u001b[0m\u001b[32m acts: \u001b[0m\u001b[1;32m[\u001b[0m\u001b[32mTHINK\u001b[0m\u001b[1;32m]\u001b[0m\u001b[32m \u001b[0m\n",
       "\u001b[32m                    > I need to provide specific examples of how AI-driven insights can benefit real\u001b[0m\n",
       "\u001b[32m                    > customers. This will help illustrate the practical applications of the\u001b[0m\n",
       "\u001b[32m                    > technology and its value.\u001b[0m\n"
      ]
     },
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       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\"> acts: [TALK] </span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; One example of how AI-driven insights can help real customers is through</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; personalized financial recommendations. For instance, an AI system can analyze</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; a customer's spending habits and suggest tailored budgeting strategies or</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; investment opportunities that align with their financial goals.   Another</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; example is using AI to detect unusual spending patterns, which can alert</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; customers to potential fraud in real-time, allowing them to take immediate</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; action to protect their accounts.   Additionally, AI can enhance customer</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; service by providing chatbots that offer instant responses to common</span>\n",
       "<span style=\"color: #00d700; text-decoration-color: #00d700; font-weight: bold\">                    &gt; inquiries, improving overall customer satisfaction and reducing wait times.</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1;4;38;5;40mCarlos Almeida\u001b[0m\u001b[1;38;5;40m acts: \u001b[0m\u001b[1;38;5;40m[\u001b[0m\u001b[1;38;5;40mTALK\u001b[0m\u001b[1;38;5;40m]\u001b[0m\u001b[1;38;5;40m \u001b[0m\n",
       "\u001b[1;38;5;40m                    > One example of how AI-driven insights can help real customers is through\u001b[0m\n",
       "\u001b[1;38;5;40m                    > personalized financial recommendations. For instance, an AI system can analyze\u001b[0m\n",
       "\u001b[1;38;5;40m                    > a customer's spending habits and suggest tailored budgeting strategies or\u001b[0m\n",
       "\u001b[1;38;5;40m                    > investment opportunities that align with their financial goals.   Another\u001b[0m\n",
       "\u001b[1;38;5;40m                    > example is using AI to detect unusual spending patterns, which can alert\u001b[0m\n",
       "\u001b[1;38;5;40m                    > customers to potential fraud in real-time, allowing them to take immediate\u001b[0m\n",
       "\u001b[1;38;5;40m                    > action to protect their accounts.   Additionally, AI can enhance customer\u001b[0m\n",
       "\u001b[1;38;5;40m                    > service by providing chatbots that offer instant responses to common\u001b[0m\n",
       "\u001b[1;38;5;40m                    > inquiries, improving overall customer satisfaction and reducing wait times.\u001b[0m\n"
      ]
     },
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    },
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     "data": {
      "text/html": [
       "<pre style=\"margin:0px;;white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; text-decoration: underline\">Carlos Almeida</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> acts: </span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">[</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\">DONE</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0; font-weight: bold\">]</span><span style=\"color: #d0d0d0; text-decoration-color: #d0d0d0\"> </span>\n",
       "\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[4;38;5;252mCarlos Almeida\u001b[0m\u001b[38;5;252m acts: \u001b[0m\u001b[1;38;5;252m[\u001b[0m\u001b[38;5;252mDONE\u001b[0m\u001b[1;38;5;252m]\u001b[0m\u001b[38;5;252m \u001b[0m\n",
       "\n"
      ]
     },
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     "output_type": "display_data"
    }
   ],
   "source": [
    "customer.listen_and_act(\"Ah, AI-driven insights sound like a good idea. Can you give me an examples of how that could help real customers?\",)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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