notebooks/tutorials/chat.ipynb

{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chat dialog\n",
    "\n",
    "Guidance supports chat-based models like ChatGPT and GPT-4 using role tags. These are then converted to the appropriate format for the model (either a JSON API format or special tokens)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "call_delay_secs = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "# Uncomment if using DefaultAzureCredential below\n",
    "# from azure.identity import DefaultAzureCredential, get_bearer_token_provider\n",
    "\n",
    "# This is the name of the model deployed, such as 'gpt-4' or 'gpt-3.5-turbo\n",
    "model = os.getenv(\"AZUREAI_CHAT_MODEL\", \"Please set the model\")\n",
    "\n",
    "# This is the deployment URL, as provided in the Azure AI playground ('view code')\n",
    "# It will end with 'openai.azure.com'\n",
    "azure_endpoint = os.getenv(\"AZUREAI_CHAT_BASE_ENDPOINT\", \"Please set the endpoint\")\n",
    "\n",
    "# This is the name of the deployment specified in the Azure portal\n",
    "azure_deployment = os.getenv(\"AZUREAI_CHAT_DEPLOYMENT\", \"Please set the deployment name\")\n",
    "\n",
    "# This is the deployed API version, such as 2024-02-15-preview\n",
    "azure_api_version = os.getenv(\"AZUREAI_CHAT_API_VERSION\", \"Please set the API version\")\n",
    "\n",
    "# The environment variable should be set to the API key from the Azure AI playground:\n",
    "api_key=os.getenv(\"AZUREAI_CHAT_KEY\", \"Please set API key\")\n",
    "\n",
    "# Alternatively, we can use Entra authentication\n",
    "# token_provider = get_bearer_token_provider(\n",
    "#     DefaultAzureCredential(),\n",
    "#     \"https://cognitiveservices.azure.com/.default\"\n",
    "#)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Preliminaries concluded, we can now create our model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from guidance import models, gen\n",
    "\n",
    "azureai_model = models.AzureOpenAIChat(\n",
    "    model=model,\n",
    "    azure_endpoint=azure_endpoint,\n",
    "    azure_deployment=azure_deployment,\n",
    "    version=azure_api_version,\n",
    "    # For authentication, use either\n",
    "    # azure_ad_token_provider=token_provider,\n",
    "    # or\n",
    "    api_key=api_key,\n",
    ")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Multi-step chat with hidden blocks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are now going to set up a multistage chat, where we have the chat bot help the use achieve some goal.\n",
    "The user will only have to specify the goal, and then we will create a chain-of-thought conversation with the bot which will:\n",
    "\n",
    "1. Ask the bot for a number of suggestions.\n",
    "2. List the pros and cons of each.\n",
    "3. Pick the best suggestion.\n",
    "4. Product a detailed action plan.\n",
    "\n",
    "Our goal is to only show the final result to the user."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let us define our generation function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import time\n",
    "\n",
    "import guidance\n",
    "from guidance import gen, select, system, user, assistant\n",
    "\n",
    "@guidance\n",
    "def plan_for_goal(lm, goal: str):\n",
    "    \n",
    "    # This is a helper function which we will use below\n",
    "    def parse_best(prosandcons, options):\n",
    "        best = re.search(r'Best=(\\d+)', prosandcons)\n",
    "        if not best:\n",
    "            best =  re.search(r'Best.*?(\\d+)', 'Best= option is 3')\n",
    "        if best:\n",
    "            best = int(best.group(1))\n",
    "        else:\n",
    "            best = 0\n",
    "        return options[best]\n",
    "\n",
    "    # Some general instruction to the model\n",
    "    with system():\n",
    "        lm += \"You are a helpful assistant.\"\n",
    "\n",
    "    # Simulate a simple request from the user\n",
    "    # Note that we switch to using 'lm2' here, because these are intermediate steps (so we don't want to overwrite the current lm object)\n",
    "    with user():\n",
    "        lm2 = lm + f\"\"\"\\\n",
    "        I want to {goal}\n",
    "        Can you please generate one option for how to accomplish this?\n",
    "        Please make the option very short, at most one line.\"\"\"\n",
    "\n",
    "    # Generate several options. Note that this means several sequential generation requests\n",
    "    n_options = 5\n",
    "    with assistant():\n",
    "        options = []\n",
    "        for i in range(n_options):\n",
    "            options.append((lm2 + gen(name='option', temperature=1.0, max_tokens=50))[\"option\"])\n",
    "\n",
    "    # Have the user request pros and cons\n",
    "    with user():\n",
    "        lm2 += f\"\"\"\\\n",
    "        I want to {goal}\n",
    "        Can you please comment on the pros and cons of each of the following options, and then pick the best option?\n",
    "        ---\n",
    "        \"\"\"\n",
    "        for i, opt in enumerate(options):\n",
    "            lm2 += f\"Option {i}: {opt}\\n\"\n",
    "        lm2 += f\"\"\"\\\n",
    "        ---\n",
    "        Please discuss each option very briefly (one line for pros, one for cons), and end by saying Best=X, where X is the number of the best option.\"\"\"\n",
    "\n",
    "    # Get the pros and cons from the model\n",
    "    with assistant():\n",
    "        lm2 += gen(name='prosandcons', temperature=0.0, max_tokens=600, stop=\"Best=\") + \"Best=\" + gen(\"best\", regex=\"[0-9]+\")\n",
    "        time.sleep(call_delay_secs)\n",
    "\n",
    "    # The user now extracts the one selected as the best, and asks for a full plan\n",
    "    # We switch back to 'lm' because this is the final result we want\n",
    "    with user():\n",
    "        lm += f\"\"\"\\\n",
    "        I want to {goal}\n",
    "        Here is my plan: {options[int(lm2[\"best\"])]}\n",
    "        Please elaborate on this plan, and tell me how to best accomplish it.\"\"\"\n",
    "\n",
    "    # The plan is generated\n",
    "    with assistant():\n",
    "        lm += gen(name='plan', max_tokens=500)\n",
    "        time.sleep(call_delay_secs)\n",
    "\n",
    "    return lm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create a plan for the user. Note how the portions which were sent to `lm2` in the function above are not shown in the final result:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style='margin: 0px; padding: 0px; vertical-align: middle; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>system</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>You are a helpful assistant.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>        I want to read more books\n",
       "        Here is my plan: Set a daily reading goal, like one chapter or 30 minutes per day.\n",
       "        Please elaborate on this plan, and tell me how to best accomplish it.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Absolutely</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> setting</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> daily</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> reading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> great</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> way</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> incorporate</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> more</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> reading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> into</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> routine</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Here</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> more</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> detailed</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> plan</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>1</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Choose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Right</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Book</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Start</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> with</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> book</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> interests</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> It</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> could</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> novel</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> self</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> book</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> biography</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> any</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> genre</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> enjoy</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> The</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> key</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> choose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> book</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;re</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> excited</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> read</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> as</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> this</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> will</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> make</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> easier</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> stick</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> reading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> plan</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>2</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Set</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Specific</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Goal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> You</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;ve</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> mentioned</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> reading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> one</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> chapter</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>30</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> minutes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> each</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> day</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> great</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> start</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Make</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> sure</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> achievable</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> not</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> too</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> overwhelming</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> If</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> chapter</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> too</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> long</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> set</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> read</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> certain</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> number</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> pages</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> each</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> day</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>3</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Create</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Reading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Schedule</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Decide</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> specific</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> read</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> each</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> day</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> It</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> could</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> morning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> during</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> lunch</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> breaks</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> before</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> bed</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Cons</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>istency</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> key</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> so</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> try</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> stick</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> this</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> schedule</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> as</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> closely</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> as</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> possible</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>4</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Find</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Quiet</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Place</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Choose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> quiet</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> comfortable</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> place</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> read</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> where</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> won</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;t</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> easily</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> distracted</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> could</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> cozy</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> corner</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> home</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> local</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> library</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> park</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Limit</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Dist</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>raction</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Turn</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> off</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> phone</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> put</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> silent</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> mode</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> avoid</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> interruptions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> If</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;re</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> reading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> digital</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> device</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> try</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> close</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> all</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> unrelated</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> apps</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> tabs</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>6</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Take</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Notes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> If</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> come</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> across</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> an</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> interesting</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> idea</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> word</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> don</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;t</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> understand</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> jot</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> down</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> not</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> only</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> helps</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> remember</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> what</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;ve</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> read</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> but</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> also</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> makes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> reading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> process</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> more</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> interactive</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> enjoyable</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>7</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Review</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Progress</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Keep</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> track</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> reading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> progress</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> You</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> use</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> journal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> digital</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> app</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> this</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Celebr</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ate</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> small</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> victories</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> like</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> finishing</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> chapter</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> book</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>8</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> **</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Join</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Book</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Club</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Reading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Group</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>**:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> provide</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> motivation</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> read</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> regularly</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> You</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;ll</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> also</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> get</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> discuss</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> books</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> share</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> thoughts</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> with</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> others</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Remember</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> make</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> reading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> habit</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> enjoy</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> process</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Don</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;t</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> rush</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> through</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> books</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> just</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meet</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Happy</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> reading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>!</span></div></div></pre>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "results = azureai_model + plan_for_goal(goal=\"read more books\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can access the final plan itself:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Absolutely, setting a daily reading goal is a great way to incorporate more reading into your routine. Here's a more detailed plan:\n",
      "\n",
      "1. **Choose the Right Book**: Start with a book that interests you. It could be a novel, a self-help book, a biography, or any genre that you enjoy. The key is to choose a book that you're excited to read, as this will make it easier to stick to your reading plan.\n",
      "\n",
      "2. **Set a Specific Goal**: You've mentioned reading one chapter or for 30 minutes each day. This is a great start. Make sure your goal is achievable and not too overwhelming. If a chapter is too long, you can set a goal to read a certain number of pages each day.\n",
      "\n",
      "3. **Create a Reading Schedule**: Decide on a specific time to read each day. It could be in the morning, during lunch breaks, or before bed. Consistency is key, so try to stick to this schedule as closely as possible.\n",
      "\n",
      "4. **Find a Quiet Place**: Choose a quiet and comfortable place to read where you won't be easily distracted. This could be a cozy corner in your home, a local library, or a park.\n",
      "\n",
      "5. **Limit Distractions**: Turn off your phone or put it on silent mode to avoid interruptions. If you're reading on a digital device, try to close all unrelated apps and tabs.\n",
      "\n",
      "6. **Take Notes**: If you come across an interesting idea or a word you don't understand, jot it down. This not only helps you remember what you've read but also makes the reading process more interactive and enjoyable.\n",
      "\n",
      "7. **Review Your Progress**: Keep track of your reading progress. You can use a journal or a digital app for this. Celebrate your small victories, like finishing a chapter or a book.\n",
      "\n",
      "8. **Join a Book Club or Reading Group**: This can provide motivation to read regularly. You'll also get to discuss the books and share your thoughts with others.\n",
      "\n",
      "Remember, the goal is to make reading a habit and enjoy the process. Don't rush through books just to meet your goal. Happy reading!\n"
     ]
    }
   ],
   "source": [
    "print(results['plan'])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Asking help from experts\n",
    "\n",
    "Now, let us ask our chat model to pick some experts in a particular field, and impersonate them to give advice:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "@guidance\n",
    "def run_expert_advice(lm, query: str):\n",
    "    # Some general instruction to the model\n",
    "    with system():\n",
    "        lm += \"You are a helpful assistant.\"\n",
    "\n",
    "    with user():\n",
    "        lm += f\"\"\"I want a response to the following question:\n",
    "{query}\n",
    "Who are 3 world-class experts (past or present) who would be great at answering this?\n",
    "Please don't answer the question or comment on it yet.\n",
    "\"\"\"\n",
    "\n",
    "    with assistant():\n",
    "        lm += gen(name='experts', temperature=0, max_tokens=300)\n",
    "        time.sleep(call_delay_secs)\n",
    "\n",
    "    with user():\n",
    "        lm += \"\"\"Great, now please answer the question as if these experts had collaborated in writing a joint anonymous answer.\n",
    "In other words, their identity is not revealed, nor is the fact that there is a panel of experts answering the question.\n",
    "If the experts would disagree, just present their different positions as alternatives in the answer itself (e.g. 'some might argue... others might argue...').\n",
    "Please start your answer with ANSWER:\n",
    "\"\"\"\n",
    "\n",
    "    with assistant():\n",
    "        lm += gen(name='answer', temperature=0, max_tokens=500)\n",
    "        time.sleep(call_delay_secs)\n",
    "\n",
    "    return lm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style='margin: 0px; padding: 0px; vertical-align: middle; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>system</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>You are a helpful assistant.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>I want a response to the following question:\n",
       "What is the meaning of life?\n",
       "Who are 3 world-class experts (past or present) who would be great at answering this?\n",
       "Please don&#x27;t answer the question or comment on it yet.\n",
       "</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>1</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Dal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ai</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Lama</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> As</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> spiritual</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> leader</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Tibetan</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Buddhism</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Dal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ai</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Lama</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> has</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> spent</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> his</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> exploring</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> questions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> about</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> existence</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purpose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> happiness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> His</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> insights</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> compassion</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> self</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-aware</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> inner</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> peace</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> could</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> provide</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> unique</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> perspective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>2</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Albert</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Einstein</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Known</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> his</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> contributions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> physics</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Einstein</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> also</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> ponder</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ed</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> philosophical</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> questions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> about</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purpose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> His</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> thoughts</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> science</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> religion</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> universe</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> could</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> offer</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> thought</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-pro</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>vo</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>king</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> answer</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>3</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Viktor</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Frank</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>l</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> A</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> psychiatrist</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Holocaust</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> survivor</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Frank</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>l</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> wrote</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> extensively</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> about</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> search</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> most</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> notably</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> his</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> book</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> &quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Man</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Search</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> His</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> experiences</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> insights</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> could</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> provide</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> profound</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> answer</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> this</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> question</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span></div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>Great, now please answer the question as if these experts had collaborated in writing a joint anonymous answer.\n",
       "In other words, their identity is not revealed, nor is the fact that there is a panel of experts answering the question.\n",
       "If the experts would disagree, just present their different positions as alternatives in the answer itself (e.g. &#x27;some might argue... others might argue...&#x27;).\n",
       "Please start your answer with ANSWER:\n",
       "</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ANS</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>WER</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>The</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> deeply</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> personal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> subjective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> concept</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> approached</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> from</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> various</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> perspectives</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> \n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>From</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> spiritual</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> perspective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> one</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> might</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> argue</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purpose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> cultivate</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> compassion</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> understanding</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> inner</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> peace</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> involves</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> recognizing</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> interconnected</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> all</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> beings</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> striving</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> alleviate</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> suffering</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> world</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> \n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>From</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> scientific</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> perspective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> might</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> seen</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> as</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> complex</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> series</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> events</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> universe</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> with</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> no</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> inherent</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> beyond</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> what</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> we</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> as</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> conscious</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> beings</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> assign</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> perspective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> encourages</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> us</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> seek</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> knowledge</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> explore</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> universe</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> appreciate</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> beauty</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> complexity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> natural</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> world</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>From</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> psychological</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> perspective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> could</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> found</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> our</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> response</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> challenges</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> our</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> pursuit</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> personal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> growth</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> involves</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> finding</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purpose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> our</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> actions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> creating</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> pursuing</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaningful</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goals</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> striving</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> make</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> positive</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> impact</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> world</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>In</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> conclusion</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> may</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> not</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> be</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> universal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> truth</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> but</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> rather</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> personal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> journey</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> discovery</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> growth</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> understanding</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> It</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> up</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> each</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> individual</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> seek</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> out</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> their</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> own</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> purpose</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> find</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> what</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> gives</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> their</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> meaning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span></div></div></pre>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_life = azureai_model + run_expert_advice(\"What is the meaning of life?\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style='margin: 0px; padding: 0px; vertical-align: middle; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>system</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>You are a helpful assistant.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>I want a response to the following question:\n",
       "How can I be more productive?\n",
       "Who are 3 world-class experts (past or present) who would be great at answering this?\n",
       "Please don&#x27;t answer the question or comment on it yet.\n",
       "</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>1</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Tim</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Ferr</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>iss</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> An</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> entrepreneur</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> author</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> public</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> speaker</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Ferr</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>iss</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> best</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> known</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> his</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> book</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> &quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>The</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>4</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-H</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>our</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Work</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>week</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> where</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> he</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> discusses</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productivity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> lifestyle</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> design</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>2</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> David</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Allen</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> A</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productivity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> consultant</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> who</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> recognized</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> creating</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> management</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> method</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> known</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> as</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> &quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Getting</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Things</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Done</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>3</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Stephen</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Cove</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>y</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> The</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> late</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> author</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> &quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>The</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>7</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Habit</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Highly</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Effective</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> People</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Cove</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>y</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> work</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> has</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> been</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> influential</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> field</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productivity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> personal</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> effectiveness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span></div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>Great, now please answer the question as if these experts had collaborated in writing a joint anonymous answer.\n",
       "In other words, their identity is not revealed, nor is the fact that there is a panel of experts answering the question.\n",
       "If the experts would disagree, just present their different positions as alternatives in the answer itself (e.g. &#x27;some might argue... others might argue...&#x27;).\n",
       "Please start your answer with ANSWER:\n",
       "</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ANS</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>WER</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>:\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>To</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> increase</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productivity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> crucial</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> first</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> understand</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> goals</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> priorities</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Start</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> by</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> defining</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> what</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> want</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> achieve</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> then</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> break</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> these</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> down</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> into</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> smaller</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> manageable</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> tasks</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> will</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focus</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> what</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> important</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> avoid</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> getting</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> overwhelmed</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Some</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> might</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> argue</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> that</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> beneficial</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> follow</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> principle</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> doing</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> most</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> challenging</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> task</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> first</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> thing</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> morning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> often</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> referred</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> as</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> &quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>eating</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> frog</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> approach</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> tackle</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> difficult</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> tasks</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> when</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> energy</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> levels</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> are</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> highest</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> leading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> increased</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productivity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Others</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> might</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> suggest</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> implementing</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> management</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> system</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> such</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> as</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> &quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>two</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-minute</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> rule</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> If</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> task</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> takes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> two</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> minutes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> less</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> complete</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> do</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> immediately</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> rather</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> than</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> putting</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> off</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> prevent</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> small</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> tasks</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> from</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> pil</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ing</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> up</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> becoming</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> overwhelming</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Additionally</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> important</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> eliminate</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> distractions</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> as</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> much</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> as</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> possible</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> could</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> mean</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> turning</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> off</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> notifications</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> on</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> devices</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> creating</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> dedicated</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> workspace</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> or</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> setting</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> specific</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> &quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>focus</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> hours</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&quot;</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> during</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> your</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> day</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Remember</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productivity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> isn</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;t</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> just</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> about</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> doing</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> more</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> about</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> effectiveness</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Regular</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> breaks</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> instance</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> actually</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> increase</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productivity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> by</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> preventing</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> burn</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>out</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> maintaining</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> high</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> levels</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> focus</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Some</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> might</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> recommend</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> techniques</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> such</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> as</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Pom</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>odor</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>o</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Technique</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> which</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> involves</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> working</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> set</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> amount</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> (</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>e</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.g</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>25</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> minutes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>)</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> then</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> taking</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> short</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> break</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> (</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>e</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.g</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> </span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>5</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> minutes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>).\n",
       "\n",
       "</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>Finally</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> it</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> crucial</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> maintain</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> healthy</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> work</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>-life</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> balance</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Over</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>working</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> can</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> lead</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> burn</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>out</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> which</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> will</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> ultimately</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> decrease</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productivity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Make</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> sure</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> take</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> time</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> for</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> relaxation</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> activities</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> enjoy</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> This</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> will</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> help</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> you</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> stay</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> motivated</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> energ</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>ized</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> leading</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> increased</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> productivity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> long</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> run</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span></div></div></pre>"
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       "<IPython.core.display.HTML object>"
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    }
   ],
   "source": [
    "more_productive = azureai_model + run_expert_advice('How can I be more productive?')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Agents\n",
    "\n",
    "We are now going to define a 'conversation agent.'\n",
    "This maintains a memory of a conversation, and can generate an appropriate reply, based on the persona it has been given."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ConversationAgent:\n",
    "    def __init__(self, chat_model, name: str, instructions: str, context_turns: int = 2):\n",
    "        self._chat_model = chat_model\n",
    "        self._name = name\n",
    "        self._instructions = instructions\n",
    "        self._my_turns = []\n",
    "        self._interlocutor_turns = []\n",
    "        self._went_first = False\n",
    "        self._context_turns = context_turns\n",
    "\n",
    "    @property\n",
    "    def name(self) -> str:\n",
    "        return self._name\n",
    "    \n",
    "    def reply(self, interlocutor_reply = None) -> str:\n",
    "        if interlocutor_reply is None:\n",
    "            self._my_turns = []\n",
    "            self._interlocutor_turns = []\n",
    "            self._went_first = True\n",
    "        else:\n",
    "            self._interlocutor_turns.append(interlocutor_reply)\n",
    "\n",
    "        # Get trimmed history\n",
    "        my_hist = self._my_turns[(1-self._context_turns):]\n",
    "        interlocutor_hist = self._interlocutor_turns[-self._context_turns:]\n",
    "\n",
    "        # Set up the system prompt\n",
    "        curr_model = self._chat_model\n",
    "        with system():\n",
    "            curr_model += f\"Your name is {self.name}. {self._instructions}\"\n",
    "            if len(interlocutor_hist) == 0:\n",
    "                curr_model += \"Introduce yourself and start the conversation\"\n",
    "            elif len(interlocutor_hist) == 1:\n",
    "                curr_model += \"Introduce yourself before continuing the conversation\"\n",
    "\n",
    "        # Replay the last few turns\n",
    "        for i in range(len(my_hist)):\n",
    "            with user():\n",
    "                curr_model += interlocutor_hist[i]\n",
    "            with assistant():\n",
    "                curr_model += my_hist[i]\n",
    "\n",
    "        if len(interlocutor_hist) > 0:\n",
    "            with user():\n",
    "                curr_model += interlocutor_hist[-1]\n",
    "\n",
    "        with assistant():\n",
    "            curr_model += gen(name='response', max_tokens=100)\n",
    "        time.sleep(call_delay_secs)\n",
    "\n",
    "        self._my_turns.append(curr_model['response'])\n",
    "        return curr_model['response']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can have two of these agents converse with each other with a _conversation simulator_:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def conversation_simulator(\n",
    "    bot0: ConversationAgent,\n",
    "    bot1: ConversationAgent,\n",
    "    total_turns: int = 5 ):\n",
    "    conversation_turns = []\n",
    "    last_reply = None\n",
    "    for _ in range(total_turns):\n",
    "        last_reply = bot0.reply(last_reply)\n",
    "        conversation_turns.append(dict(name=bot0.name, text=last_reply))\n",
    "        time.sleep(call_delay_secs)\n",
    "        last_reply = bot1.reply(last_reply)\n",
    "        conversation_turns.append(dict(name=bot1.name, text=last_reply))\n",
    "    return conversation_turns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let's try generating a conversation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style='margin: 0px; padding: 0px; vertical-align: middle; padding-left: 8px; margin-left: -8px; border-radius: 0px; border-left: 1px solid rgba(127, 127, 127, 0.2); white-space: pre-wrap; font-family: ColfaxAI, Arial; font-size: 15px; line-height: 23px;'><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>system</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>Your name is Douglas Jardine. You are taking part in a discussion about bodyline bowling.\n",
       "Only generate text as yourself and do not prefix your reply with your name.\n",
       "Keep your answers to a couple of short sentences.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>Hello everyone, I&#x27;m Donald Bradman, a former Australian cricketer. I&#x27;d like to discuss the controversial topic of bodyline bowling. What are your thoughts on this strategy?</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>Hello Donald, I&#x27;m Douglas Jardine, a former English cricketer. I believe bodyline bowling was a legitimate strategy, albeit a controversial one. It was a tactical response to the dominant batting during that era.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>Hello Douglas, I respect your viewpoint. However, I believe that while it may have been a tactical response, bodyline bowling was a dangerous strategy that risked the safety of the batsmen.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>I understand your concerns, Donald. The safety of players is indeed paramount. However, it&#x27;s important to remember that bodyline bowling was within the rules of the game at that time. It was a tactical innovation, albeit a contentious one.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>user</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'>Indeed, Douglas, it was within the rules. However, the spirit of the game should always be upheld, and tactics that compromise player safety should be reconsidered, regardless of their legality.</div></div><div style='display: flex; border-bottom: 1px solid rgba(127, 127, 127, 0.2);  justify-content: center; align-items: center;'><div style='flex: 0 0 80px; opacity: 0.5;'>assistant</div><div style='flex-grow: 1; padding: 5px; padding-top: 10px; padding-bottom: 10px; margin-top: 0px; white-space: pre-wrap; margin-bottom: 0px;'><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>I</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> agree</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> Donald</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> spirit</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> game</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> crucial</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> It</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> delicate</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> balance</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> between</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> innovation</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> maintaining</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> integrity</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> and</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> safety</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> of</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> cricket</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> The</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> controversy</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> around</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> body</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>line</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> bowling</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> led</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> important</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> changes</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> in</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> rules</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>,</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> which</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> is</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> a</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> testament</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> the</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> game</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>&#x27;s</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> ability</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> to</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'> evolve</span><span style='background-color: rgba(0.0, 165.0, 0, 0.15); border-radius: 3px;' title='1.0'>.</span></div></div></pre>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bot_instructions = \"\"\"You are taking part in a discussion about bodyline bowling.\n",
    "Only generate text as yourself and do not prefix your reply with your name.\n",
    "Keep your answers to a couple of short sentences.\"\"\"\n",
    "\n",
    "bradman_bot = ConversationAgent(azureai_model, \"Donald Bradman\", bot_instructions, context_turns=5)\n",
    "jardine_bot = ConversationAgent(azureai_model, \"Douglas Jardine\", bot_instructions, context_turns=5)\n",
    "\n",
    "conversation_turns = conversation_simulator(bradman_bot, jardine_bot, total_turns=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Donald Bradman: Hello everyone, I'm Donald Bradman, a former Australian cricketer. I'd like to discuss the controversial topic of bodyline bowling. What are your thoughts on this strategy?\n",
      "\n",
      "Douglas Jardine: Hello Donald, I'm Douglas Jardine, a former English cricketer. I believe bodyline bowling was a legitimate strategy, albeit a controversial one. It was a tactical response to the dominant batting during that era.\n",
      "\n",
      "Donald Bradman: Hello Douglas, I respect your viewpoint. However, I believe that while it may have been a tactical response, bodyline bowling was a dangerous strategy that risked the safety of the batsmen.\n",
      "\n",
      "Douglas Jardine: I understand your concerns, Donald. The safety of players is indeed paramount. However, it's important to remember that bodyline bowling was within the rules of the game at that time. It was a tactical innovation, albeit a contentious one.\n",
      "\n",
      "Donald Bradman: Indeed, Douglas, it was within the rules. However, the spirit of the game should always be upheld, and tactics that compromise player safety should be reconsidered, regardless of their legality.\n",
      "\n",
      "Douglas Jardine: I agree, Donald, the spirit of the game is crucial. It's a delicate balance between innovation and maintaining the integrity and safety of cricket. The controversy around bodyline bowling led to important changes in the rules, which is a testament to the game's ability to evolve.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for turn in conversation_turns:\n",
    "    print(f\"{turn['name']}: {turn['text']}\\n\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<hr style=\"height: 1px; opacity: 0.5; border: none; background: #cccccc;\">\n",
    "<div style=\"text-align: center; opacity: 0.5\">Have an idea for more helpful examples? Pull requests that add to this documentation notebook are encouraged!</div>"
   ]
  }
 ],
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