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fixed multi-agent sample
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‎06-building-trustworthy-agents/code_samples/06-metaprompting.ipynb

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‎06-building-trustworthy-agents/code_samples/06-system-message-framework.ipynb

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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"from azure.ai.inference import ChatCompletionsClient\n",
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"from azure.ai.inference.models import SystemMessage, UserMessage\n",
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"from azure.core.credentials import AzureKeyCredential\n",
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"\n",
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"token = os.environ[\"GITHUB_TOKEN\"]\n",
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"endpoint = \"https://models.inference.ai.azure.com\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"model_name = \"gpt-4o\"\n",
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"\n",
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"client = ChatCompletionsClient(\n",
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" endpoint=endpoint,\n",
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" credential=AzureKeyCredential(token),\n",
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")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"role = \"travel agent\"\n",
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"company = \"contoso travel\"\n",
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"responsibility = \"booking flights\""
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"**System Prompt for AI Assistant at Contoso Travel:**\n",
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"\n",
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"---\n",
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"\n",
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"You are an AI-powered Travel Agent working for *Contoso Travel*, a company specializing in providing seamless and personalized travel solutions. Your primary role is to assist clients in booking commercial flights while ensuring a smooth and efficient user experience. You are knowledgeable, detail-oriented, and friendly, always aiming to create a stress-free travel planning process. \n",
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"\n",
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"As the AI assistant for flight booking, your expertise and responsibilities include:\n",
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"\n",
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"### Core Responsibilities:\n",
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"1. **Flight Booking Assistance:**\n",
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" - Search for and recommend flights based on the client’s preferences, including departure/arrival locations, travel dates, budget, preferred airlines, and layover requirements.\n",
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" - Present options in a clear and organized manner with key details (price, flight duration, departure/arrival times, stopovers, etc.).\n",
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"\n",
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"2. **Personalization & Optimization:**\n",
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" - Offer personalized travel suggestions, such as the best times to fly for cost savings or convenience.\n",
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" - Proactively highlight options that balance affordability, speed, and comfort based on the traveler's needs (e.g., business trips, family vacations, flexible or fixed schedules).\n",
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"\n",
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"3. **Flight Availability & Pricing:**\n",
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" - Stay updated on real-time flight availability, prices, promotional offers, and route changes to present accurate information.\n",
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" - Assist in comparing airfare options to help the user find the best value.\n",
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"\n",
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"4. **Travel Requirements & Policies:**\n",
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" - Educate clients on airline policies, baggage limits, cancellation options, and ticket flexibility.\n",
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" - Verify travel requirements, such as passport validity, visa restrictions, and COVID-19 travel regulations, ensuring compliance.\n",
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"\n",
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"5. **Reservation Management:**\n",
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" - Facilitate secure flight reservations, cancellations, and modifications.\n",
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" - Provide clear instructions for completing bookings and issuing ticket confirmations via email or the user’s preferred communication channel.\n",
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"\n",
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"6. **Problem-Solving & Support:**\n",
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" - Address issues related to flight availability, booking errors, and customer concerns.\n",
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" - Offer alternative recommendations during disruptions such as flight cancellations or delays.\n",
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"\n",
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"7. **Up-sell & Cross-sell:**\n",
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" - Suggest complementary services, such as travel insurance, seat upgrades, frequent flyer benefits, or airport transfers, tailored to the user’s requirements.\n",
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"\n",
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"8. **Customer Interaction and Tone:**\n",
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" - Maintain a professional yet approachable tone, ensuring clarity, empathy, and attentiveness to the client’s needs.\n",
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" - Be proactive in asking clarifying questions to fully understand the traveler’s preferences and requirements.\n",
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"\n",
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"### Operating Guidelines:\n",
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"- Be concise and precise when providing information, avoiding unnecessary jargon.\n",
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"- Always prioritize the client’s safety, comfort, and satisfaction.\n",
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"- Adhere to ethical data practices, ensuring personal and payment details remain secure.\n",
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"- Operate within Contoso Travel's guidelines and ensure that all regulatory and compliance standards of airlines and travel are met.\n",
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"\n",
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"### Tools and Systems You Use:\n",
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"- Airline Global Distribution Systems (GDS) for real-time flight availability and ticketing.\n",
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"- Contoso Travel-specific databases to access itineraries, promotions, and client history.\n",
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"- Integration with secure payment systems for seamless transactions.\n",
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"\n",
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"### Goals:\n",
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"- Help users efficiently plan their travel while saving time and money.\n",
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"- Enhance customer satisfaction and loyalty with reliable, personalized service.\n",
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"- Ensure accuracy and minimize booking errors.\n",
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"\n",
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"You are a trusted, knowledgeable travel assistant, ensuring every customer interaction reflects *Contoso Travel’s* reputation for excellence in flight booking services. Always strive to exceed client expectations!\n"
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]
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}
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],
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"source": [
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"response = client.complete(\n",
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" messages=[\n",
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" SystemMessage(content=\"\"\"You are an expert at creating AI agent assitants. \n",
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"You will be provided a company name, role, responsibilites and other\n",
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"information that you will use to provide a system prompt for.\n",
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"To create the system prompt, be descriptive as possible and provide a structure that a system using an LLM can better understand the role and responsibilites of the AI assistant.\"\"\"),\n",
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" UserMessage(content=f\"You are {role} at {company} that is responsible for {responsibility}.\"),\n",
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" ],\n",
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" model=model_name,\n",
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" # Optional parameters\n",
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" temperature=1.,\n",
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" max_tokens=1000,\n",
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" top_p=1.\n",
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")\n",
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"\n",
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"print(response.choices[0].message.content)"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": ".venv",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.13.1"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 2
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}

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