SONE

Posted on Feb 10

How does AIAgent work?

#langgraph #llm #aiagent #python

1. Purpose

Checking out the potential of AIAgent about flow control

2. Overview

I confirmed the potential of AIAgent by making it decide the way of controling flow for some questions.
I found that AIAgent can correctly decide and fetch required information for questions to some extent.

3. Introduction

There has been a lot of talk about LLMs lately.
AIAgent is one of the hot topics regarding LLM and I've wanted to confirm the applicability to real systems.
In LangChain, AIAgent is defined as following.

An AI agent is a system that uses an LLM to decide the control flow of an application.

In this post, I've actually confirmed AIAgent's ability about controling flow.

4. Assumption

Overview

I selected LangGraph as AIAgent Framework.
And also, I've implemented functions for AIAgent to use following APIs as tools.
・Google Books API
・Free Weather API
・HotPepper API
・RAKUTEN ICHIBA ITEMS API
・RAKUTEN ICHIBA HOTELS API
・Spotify API

I asked questions in the following three categories to see how AIAgent's control works:
Category1. Questions requiring one function call to answer

・How is the current weather in Tokyo?
・I want to find Italian restaurants near Tokyo station.

Category2. Questions requiring multiple function calls to answer

・I want to find hotels and restaurants near Yoyogi station.
・I want to find books and items in order to cook beef stew.

Category3. Abstract questions requiring more than one function call to answer

・I want to listen songs which match today's Tokyo.
・I want to know about Docker technology more.
・I have to prepare for my trip to France next month.

Source Code

from dotenv import load_dotenv
import json
from langchain_core.tools import tool
from langchain_openai import ChatOpenAI
from langgraph.prebuilt import create_react_agent
from langchain_community.tools.tavily_search import TavilySearchResults
import os
import requests

load_dotenv()
OPENAI_API_KEY = os.getenv("GPT_APIKEY")
TAVILY_API_KEY = os.getenv("TAVILY_API_KEY")
FREE_WEATHER_KEY=os.getenv("FREE_WEATHER_KEY")
HOTPEPPER_KEY=os.getenv("HOTPEPPER_KEY")
RAKUTEN_APP_ID=os.getenv("RAKUTEN_APP_ID")
SPOTIFY_CLIENT_ID=os.getenv("SPOTIFY_CLIENT_ID")
SPOTIFY_CLIENT_SECRET=os.getenv("SPOTIFY_CLIENT_SECRET")

@tool
def get_google_books(keyword: str):
  """
  Use this function to search books by keyword
  Args:
    keyword(str): keyword regarding books you want to search
  Returns:
    response(dict): dictionary which includes information about books
  """
  params = {
    "q": keyword
  }
  url = "https://www.googleapis.com/books/v1/volumes"
  response = requests.get(url, params=params).json()
  return response

@tool
def get_current_weather_info(keyword: str):
  """
  Use this function to get weather by keyword
  Args:
    keyword(str): keyword regarding location of which you want to know weather. For example, Zipcode, Postcode, Latitude/Longtitude or city name.
  Returns:
    response(dict): dictionary which includes information about weather
  """
  params = {
    "key": FREE_WEATHER_KEY,
    "q": keyword,
    "aqi": "no"
  }
  url = "https://api.weatherapi.com/v1/current.json"
  response = requests.get(url, params=params).json()
  return response

@tool
def get_hotpepper_shops(keyword: str):
  """
  Use this function to search restaurants by keyword
  Args:
    keyword(str): keyword regarding restaurant you want to know search. AND-search is possible with half-width space delimiter. And also, keyword is basically Japanese.
  Returns:
    response(dict): dictionary which includes information about restaurants
  """
  params = {
    "key": HOTPEPPER_KEY,
    "keyword": keyword,
    "format": "json"
  }
  url = "https://webservice.recruit.co.jp/hotpepper/shop/v1"
  response = requests.get(url, params=params).json()
  return response

@tool
def get_rakuten_ichiba_items(keyword: str):
  """
  Use this function to get rakuten ichiba items by keyword
  Args:
    keyword(str): keyword regarding rakuten ichiba items which you want to search
  Returns:
    response(dict): dictionary which includes information about rakuten ichiba items
  """
  params = {
    "format": "json",
    "applicationId": RAKUTEN_APP_ID,
    "keyword": keyword,
    "hits": 10
  }
  url = "https://app.rakuten.co.jp/services/api/IchibaItem/Search/20220601"
  response = requests.get(url, params=params).json()
  return response

@tool
def get_rakuten_hotels(keyword: str):
  """
  Use this function to get rakuten ichiba hotels by keyword
  Args:
    keyword(str): keyword regarding rakuten ichiba hotels which you want to search
  Returns:
    response(dict): dictionary which includes information about rakuten ichiba hotels
  """
  params = {
    "format": "json",
    "applicationId": RAKUTEN_APP_ID,
    "keyword": keyword,
    "hits": 10

  }
  url = "https://app.rakuten.co.jp/services/api/Travel/KeywordHotelSearch/20170426"
  response = requests.get(url, params=params).json()
  return response

@tool
def get_spotify_info(search_type: str, keyword: str):
  """
  Use this function to get spotify info by keyword
  Args:
    search_type: type you want to know. For example, album, artist, playlist, track, show, episode or audiobook.
    keyword(str): keyword regarding spotify info which you want to know
  Returns:
    response(dict): dictionary which includes information about spotify info
  """
  # Authentication
  headers = {
    "Content-Type": "application/x-www-form-urlencoded"
  }
  data = {
    "grant_type": "client_credentials"
  }
  url = "https://accounts.spotify.com/api/token"
  response = requests.post(url, headers=headers, data=data, auth=(SPOTIFY_CLIENT_ID, SPOTIFY_CLIENT_SECRET)).json()
  access_token = response["access_token"]
  # Get Info
  headers = {
    "Authorization": f"Bearer {access_token}"
  }
  params = {
    "type": search_type,
    "q": "keyword"
  }
  url = "https://api.spotify.com/v1/search"
  response = requests.get(url, headers=headers, params=params).json()
  return response

def print_stream(stream):
  for s in stream:
    message = s["messages"][-1]
    if isinstance(message, tuple):
      print(message)
    else:
      message.pretty_print()

if __name__ == "__main__":
  model = ChatOpenAI(model="gpt-4o", temperature=0)
  tavily_tool = TavilySearchResults(max_results=2)
  tools = [
    tavily_tool,
    get_google_books,
    get_current_weather_info,
    get_hotpepper_shops,
    get_rakuten_ichiba_items,
    get_rakuten_hotels,
    get_spotify_info
  ]
  graph = create_react_agent(model, tools=tools)
  query = input("What's up ?: ")
  prompt = "You are an helpful assistant. If you could not get results by using tools, fix the way to express keyword which you put into tools."
  input_query = {"messages": [
    ("system", prompt),
    ("user", query)
  ]}
  print_stream(graph.stream(input_query, stream_mode="values"))

5. Result

Category1（Questions requiring one function call to answer）

How is the current weather in Tokyo?

What's up ?: How is the current weather in Tokyo?
================================ Human Message =================================

How is the current weather in Tokyo?
================================== Ai Message ==================================
Tool Calls:
  get_current_weather_info (call_SIeQLmrVV1OGVPmvFAGRb30K)
 Call ID: call_SIeQLmrVV1OGVPmvFAGRb30K
  Args:
    keyword: Tokyo
================================= Tool Message =================================
Name: get_current_weather_info

{"location": {"name": "Tokyo", "region": "Tokyo", "country": "Japan", "lat": 35.6895, "lon": 139.6917, "tz_id": "Asia/Tokyo", "localtime_epoch": 1739176517, "localtime": "2025-02-10 17:35"}, "current": {"last_updated_epoch": 1739176200, "last_updated": "2025-02-10 17:30", "temp_c": 10.1, "temp_f": 50.2, "is_day": 0, "condition": {"text": "Partly cloudy", "icon": "//cdn.weatherapi.com/weather/64x64/night/116.png", "code": 1003}, "wind_mph": 3.4, "wind_kph": 5.4, "wind_degree": 179, "wind_dir": "S", "pressure_mb": 1014.0, "pressure_in": 29.94, "precip_mm": 0.0, "precip_in": 0.0, "humidity": 23, "cloud": 25, "feelslike_c": 9.8, "feelslike_f": 49.6, "windchill_c": 7.4, "windchill_f": 45.3, "heatindex_c": 8.0, "heatindex_f": 46.4, "dewpoint_c": -8.1, "dewpoint_f": 17.4, "vis_km": 10.0, "vis_miles": 6.0, "uv": 0.0, "gust_mph": 4.5, "gust_kph": 7.2}}
================================== Ai Message ==================================

The current weather in Tokyo is partly cloudy with a temperature of 10.1°C (50.2°F). The wind is blowing from the south at 5.4 kph (3.4 mph). The humidity is at 23%, and there is no precipitation. The visibility is 10 kilometers (6 miles), and the UV index is 0.

AIAgent was able to determine which function was needed for a given question.

I want to find Italian restaurants near Tokyo station.

What's up ?: I want to find Italian restaurants near Tokyo station.
================================ Human Message =================================

I want to find Italian restaurants near Tokyo station.
================================== Ai Message ==================================
Tool Calls:
  get_hotpepper_shops (call_fLTmoFOcJvkBm0TQKtpmTKez)
 Call ID: call_fLTmoFOcJvkBm0TQKtpmTKez
  Args:
    keyword: 東京駅 イタリアン
================================= Tool Message =================================
Name: get_hotpepper_shops

{"results": {"api_version": "1.30", "results_available": 1, "results_returned": "1", "results_start": 1, "shop": [{"address": "東京都中央区八重洲２-1 B1F", "desc": "1", "genre": {"name": "イタリアン・フレンチ"}, "id": "J003298109", "name": "俺のイタリアン&Bakery 東京駅八重洲地下街", "name_kana": "おれのいたりあんべーかりー　とうきょうえきやえすちかがい", "urls": {"pc": "https://www.hotpepper.jp/strJ003298109/?vos=nhppalsa000016"}}]}}
================================== Ai Message ==================================

I found an Italian restaurant near Tokyo Station for you:

- **Name**: 俺のイタリアン&Bakery 東京駅八重洲地下街
- **Address**: 東京都中央区八重洲２-1 B1F
- **Genre**: イタリアン・フレンチ
- **Website**: [Link to restaurant](https://www.hotpepper.jp/strJ003298109/?vos=nhppalsa000016)

This restaurant is located in the Yaesu underground shopping area of Tokyo Station. Enjoy your meal!

AIAgent was able to determine which function was needed for a given question.

Category2（Questions requiring multiple function calls to answer）

I want to find hotels and restaurants near Yoyogi station.

What's up ?: I want to find hotels and restaurants near Yoyogi station.
================================ Human Message =================================

I want to find hotels and restaurants near Yoyogi station.
================================== Ai Message ==================================
Tool Calls:
  get_rakuten_hotels (call_Yop2etaeF7KZ1i27p1QXv2PI)
 Call ID: call_Yop2etaeF7KZ1i27p1QXv2PI
  Args:
    keyword: Yoyogi station
  get_hotpepper_shops (call_yMQt0xAQqeLeh9ZiV61YM7bj)
 Call ID: call_yMQt0xAQqeLeh9ZiV61YM7bj
  Args:
    keyword: 代々木駅
================================= Tool Message =================================
Name: get_hotpepper_shops

{"results": {"api_version": "1.30", "results_available": 12, "results_returned": "10", "results_start": 1, "shop": [{"address": "東京都渋谷区代々木１－３２－１２　パリスビル３階", "desc": "1", "genre": {"name": "アジア・エスニック料理"}, "id": "J000141387", "name": "オリエンタルテーブルアマ oriental table AMA 代々木駅前店", "name_kana": "おりえんたるてーぶるあまよよぎえきまえてん", "urls": {"pc": "https://www.hotpepper.jp/strJ000141387/?vos=nhppalsa000016"}}, {"address": "東京都渋谷区千駄ヶ谷５東京都渋谷区千駄ヶ谷5-20-16 2F", "desc": "1", "genre": {"name": "ダイニングバー・バル"}, "id": "J003851701", "name": "オイスターバ―COVO 代々木駅徒歩30秒", "name_kana": "かきとわいん　おいすたーばーこーヴぉ", "urls": {"pc": "https://www.hotpepper.jp/strJ003851701/?vos=nhppalsa000016"}}, {"address": "東京都渋谷区代々木１-36-6 TC第59代々木駅前ビル", "desc": "1", "genre": {"name": "カフェ・スイーツ"}, "id": "J003341050", "name": "ネットカフェ カスタマカフェ 代々木店", "name_kana": "ねっとかふぇ　かすたまかふぇ　よよぎてん", "urls": {"pc": "https://www.hotpepper.jp/strJ003341050/?vos=nhppalsa000016"}}, {"address": "東京都渋谷区代々木1-36-6代々木駅前ビルB1F", "desc": "0", "genre": {"name": "アジア・エスニック料理"}, "id": "J001127455", "name": "Asian Smile", "name_kana": "あじあんすまいる", "urls": {"pc": "https://www.hotpepper.jp/strJ001127455/?vos=nhppalsa000016"}}, {"address": "東京都渋谷区代々木1-32-12", "desc": "0", "genre": {"name": "その他グルメ"}, "id": "J000641661", "name": "かつや代々木駅前店", "name_kana": "かつやよよぎえきまえてん", "urls": {"pc": "https://www.hotpepper.jp/strJ000641661/?vos=nhppalsa000016"}}, {"address": "東京都渋谷区千駄ヶ谷5-24-3", "desc": "0", "genre": {"name": "イタリアン・フレンチ"}, "id": "J000732613", "name": "グラッチェ デュオ 代々木駅前", "name_kana": "ぐらっちぇ　でゅお　よよぎえきまえ", "urls": {"pc": "https://www.hotpepper.jp/strJ000732613/?vos=nhppalsa000016"}}, {"address": "東京都渋谷区千駄ヶ谷4-29-10", "desc": "0", "genre": {"name": "洋食"}, "id": "J000140619", "name": "カレーハウス CoCo壱番屋 代々木駅西口店", "name_kana": "ここいちばんや", "urls": {"pc": "https://www.hotpepper.jp/strJ000140619/?vos=nhppalsa000016"}}, {"address": "東京都渋谷区代々木1-37-2", "desc": "0", "genre": {"name": "その他グルメ"}, "id": "J000141406", "name": "サイゼリヤ代々木駅前店", "name_kana": "さいぜりやよよぎえきまえてん", "urls": {"pc": "https://www.hotpepper.jp/strJ000141406/?vos=nhppalsa000016"}}, {"address": "東京都渋谷区代々木1-36-1", "desc": "0", "genre": {"name": "カフェ・スイーツ"}, "id": "J000249215", "name": "タリーズコーヒー代々木駅北口店", "name_kana": "たりーずこーひーよよぎえききたぐちてん", "urls": {"pc": "https://www.hotpepper.jp/strJ000249215/?vos=nhppalsa000016"}}, {"address": "東京都渋谷区代々木1-36-6代々木駅前ビルB1", "desc": "0", "genre": {"name": "アジア・エスニック料理"}, "id": "J000686074", "name": "タイカレーの専門店 アジアの台所 トゥクトゥク", "name_kana": "とぅくとぅく　", "urls": {"pc": "https://www.hotpepper.jp/strJ000686074/?vos=nhppalsa000016"}}]}}
================================== Ai Message ==================================

I found some restaurants near Yoyogi Station, but unfortunately, I couldn't find any hotels. Here are some restaurants you might be interested in:

1. **Oriental Table AMA Yoyogi Ekimae**  
   - Genre: Asian/ethnic cuisine  
   - Address: 東京都渋谷区代々木1-32-12 パリスビル3階  
   - [More Info](https://www.hotpepper.jp/strJ000141387/?vos=nhppalsa000016)

2. **Oyster Bar COVO Yoyogi Ekitoho 30 Byo**  
   - Genre: Dining bar/bar  
   - Address: 東京都渋谷区千駄ヶ谷5-20-16 2F  
   - [More Info](https://www.hotpepper.jp/strJ003851701/?vos=nhppalsa000016)

3. **Net Cafe Custom Cafe Yoyogi**  
   - Genre: Cafe/sweets  
   - Address: 東京都渋谷区代々木1-36-6 TC第59代々木駅前ビル  
   - [More Info](https://www.hotpepper.jp/strJ003341050/?vos=nhppalsa000016)

4. **Asian Smile**  
   - Genre: Asian/ethnic cuisine  
   - Address: 東京都渋谷区代々木1-36-6 代々木駅前ビルB1F  
   - [More Info](https://www.hotpepper.jp/strJ001127455/?vos=nhppalsa000016)

5. **Katsuya Yoyogi Ekimae**  
   - Genre: Other gourmet  
   - Address: 東京都渋谷区代々木1-32-12  
   - [More Info](https://www.hotpepper.jp/strJ000641661/?vos=nhppalsa000016)

If you need more information or further assistance, feel free to ask!

AIAgent was able to determine which functions were needed for a given question.
AIAgent was not able to fetch information about hotels just because input a argument which RALUTEN HOTEL API can’t accept. This is a minor issue, but it needs to be addressed when you design systems which combine AIAgent and some APIs.

I want to find books and items in order to cook beef stew.

What's up ?: I want to find books and items in order to cook beef stew.
================================ Human Message =================================

I want to find books and items in order to cook beef stew.
================================== Ai Message ==================================
Tool Calls:
  get_google_books (call_ZOlOHQmBANbxB8iKXd8o7hwn)
 Call ID: call_ZOlOHQmBANbxB8iKXd8o7hwn
  Args:
    keyword: beef stew recipes
  get_rakuten_ichiba_items (call_U1bNo6FfKYH1A9HwKbueUrez)
 Call ID: call_U1bNo6FfKYH1A9HwKbueUrez
  Args:
    keyword: beef stew ingredients
================================= Tool Message =================================
Name: get_rakuten_ichiba_items

{"GenreInformation": [], "Items": [], "TagInformation": [], "carrier": 0, "count": 0, "first": 0, "hits": 0, "last": 0, "page": 1, "pageCount": 0}
================================== Ai Message ==================================

Here are some books and items related to cooking beef stew:

### Books on Beef Stew Recipes:
1. **アートオブシンプルフード** by アリス・ウォーターズ
   - Description: A comprehensive collection of organic recipes, including beef stew.
   - [More Info](https://books.google.com/books/about/%E3%82%A2%E3%83%BC%E3%83%88%E3%82%AA%E3%83%96%E3%82%B7%E3%83%B3%E3%83%97%E3%83%AB%E3%83%95%E3%83%BC%E3%83%89.html?hl=&id=fz2RMAEACAAJ)

2. **Beef Stew Mania** by Gordon Rock
   - Description: Features 25 delicious beef stew recipes, including Red Wine Beef Stew and Cuban Beef Stew.
   - [More Info](https://play.google.com/store/books/details?id=B__bDwAAQBAJ)

3. **Hello! 365 Beef Stew Recipes** by MS Soup
   - Description: A collection of 365 beef stew recipes for beginners.
   - [More Info](https://books.google.com/books/about/Hello_365_Beef_Stew_Recipes.html?hl=&id=M8JqzQEACAAJ)

4. **Pressure Cooker Beef Stew Cookbook** by John Ahmad
   - Description: Offers a variety of beef stew recipes made effortlessly in a pressure cooker.
   - [More Info](https://books.google.com/books/about/Pressure_Cooker_Beef_Stew_Cookbook.html?hl=&id=6Kt50AEACAAJ)

5. **45 Tasty Crock Pot Soups And Stews Recipes** by Melinda Cooper
   - Description: Includes 10 tasty crock-pot beef soup and stew recipes.
   - [More Info](https://play.google.com/store/books/details?id=hIGTDwAAQBAJ)

### Items for Cooking Beef Stew:
Unfortunately, I couldn't find specific items related to beef stew ingredients on Rakuten Ichiba. You might want to search for common ingredients like beef, potatoes, carrots, onions, and beef broth in your local grocery store or online marketplaces.

If you need further assistance or specific items, feel free to ask!

AIAgent was able to determine which functions were needed for a given question.
AIAgent was not able to fetch information about items just because input a argument which RALUTEN ITEMS API can’t accept. This is a minor issue, but it needs to be addressed when you design systems which combine AIAgent and some APIs.

Category3（Abstract questions requiring more than one function call to answer）

I want to listen songs which match today's Tokyo.

What's up ?: I want to listen songs which match today's Tokyo.
================================ Human Message =================================

I want to listen songs which match today's Tokyo.
================================== Ai Message ==================================
Tool Calls:
  get_current_weather_info (call_YAG4MJ4PeFcDXZ2uUZsP71gq)
 Call ID: call_YAG4MJ4PeFcDXZ2uUZsP71gq
  Args:
    keyword: Tokyo
================================= Tool Message =================================
Name: get_current_weather_info

{"location": {"name": "Tokyo", "region": "Tokyo", "country": "Japan", "lat": 35.6895, "lon": 139.6917, "tz_id": "Asia/Tokyo", "localtime_epoch": 1739176711, "localtime": "2025-02-10 17:38"}, "current": {"last_updated_epoch": 1739176200, "last_updated": "2025-02-10 17:30", "temp_c": 10.1, "temp_f": 50.2, "is_day": 0, "condition": {"text": "Partly cloudy", "icon": "//cdn.weatherapi.com/weather/64x64/night/116.png", "code": 1003}, "wind_mph": 3.4, "wind_kph": 5.4, "wind_degree": 179, "wind_dir": "S", "pressure_mb": 1014.0, "pressure_in": 29.94, "precip_mm": 0.0, "precip_in": 0.0, "humidity": 23, "cloud": 25, "feelslike_c": 9.8, "feelslike_f": 49.6, "windchill_c": 7.4, "windchill_f": 45.3, "heatindex_c": 8.0, "heatindex_f": 46.4, "dewpoint_c": -8.1, "dewpoint_f": 17.4, "vis_km": 10.0, "vis_miles": 6.0, "uv": 0.0, "gust_mph": 4.5, "gust_kph": 7.2}}
================================== Ai Message ==================================
Tool Calls:
  get_spotify_info (call_xKe4YQkbHiRNwZmD7zqohauR)
 Call ID: call_xKe4YQkbHiRNwZmD7zqohauR
  Args:
    search_type: playlist
    keyword: Tokyo partly cloudy evening
================================= Tool Message =================================
Name: get_spotify_info

{"playlists": {"href": "https://api.spotify.com/v1/search?offset=0&limit=20&query=keyword&type=playlist", "limit": 20, "next": "https://api.spotify.com/v1/search?offset=20&limit=20&query=keyword&type=playlist", "offset": 0, "previous": null, "total": 304, "items": [{"collaborative": false, "description": "Find our playlist with these keywords: 2000 r&amp;b songs - best r&amp;b 2000s - r&amp;b hits 2000 - top r&amp;b song 2000 - 2000s r&amp;b hits - r&amp;b 00s songs - 00s r&amp;b top - r&amp;b 2000 playlist - popular r&amp;b 2000s - top r&amp;b songs 2000 - 2000 r&amp;b music - best of 2000 r&amp;b - 2000s r&amp;b jams - r&amp;b songs from 2000", "external_urls": {"spotify": "https://open.spotify.com/playlist/4h9dvquufDVDyGuYRHeu73"}, "href": "https://api.spotify.com/v1/playlists/4h9dvquufDVDyGuYRHeu73", "id": "4h9dvquufDVDyGuYRHeu73", "images": [{"height": null, "url": "https://image-cdn-ak.spotifycdn.com/image/ab67706c0000da846bec525f6806268ab03bd4f1", "width": null}], "name": "2000 R&B Hits - 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================================== Ai Message ==================================

Here are some Spotify playlists that might match the partly cloudy evening in Tokyo today:

1. [2000 R&B Hits - Top R&B 2000s Songs (R&B 00s Popular Songs)](https://open.spotify.com/playlist/4h9dvquufDVDyGuYRHeu73) - A collection of popular R&B hits from the 2000s.

   ![2000 R&B Hits](https://image-cdn-ak.spotifycdn.com/image/ab67706c0000da846bec525f6806268ab03bd4f1)

2. [This is 唾奇](https://open.spotify.com/playlist/6eGTDP6hh7zM4wR8HkHaiC) - A playlist featuring the artist 唾奇.

   ![This is 唾奇](https://image-cdn-ak.spotifycdn.com/image/ab67706c0000da84b4f51e0b8131d5c2e6d5955e)

3. [Hip Hop 2000s Music - Best Hip Hop Hits of the 00s Playlist](https://open.spotify.com/playlist/0dMexqq0XIWS3QJ74z3ZhD) - A playlist of the best hip hop hits from the 2000s.

   ![Hip Hop 2000s Music](https://image-cdn-ak.spotifycdn.com/image/ab67706c0000d72c52f4e9a551e7d34e149b92c6)

4. [告白実行委員会 ストーリー順](https://open.spotify.com/playlist/03LCO2b1nGQKhuSfry6YrG) - A playlist featuring songs from the 告白実行委員会 series.

   ![告白実行委員会](https://image-cdn-ak.spotifycdn.com/image/ab67706c0000da84b2782b828f8468e1d9ed322b)

5. [Best UK Drill of All Time](https://open.spotify.com/playlist/652TD735fW0JesE9VgHhzS) - A collection of iconic UK drill songs.

   ![Best UK Drill](https://image-cdn-ak.spotifycdn.com/image/ab67706c0000da848777444b04e93a5c72ad6926)

Feel free to explore these playlists and find the one that suits your mood for the evening!

AIAgent was able to interpret given question, and then think proper procedure in order to answer.
AIAgent was able to fetch required information for the given question.

I want to know about Docker technology more.

What's up ?: I want to know about Docker technology more.
================================ Human Message =================================

I want to know about Docker technology more.
================================== Ai Message ==================================
Tool Calls:
  get_google_books (call_HfyyJ5wCRcOlFUrMTmufFEWR)
 Call ID: call_HfyyJ5wCRcOlFUrMTmufFEWR
  Args:
    keyword: Docker technology
================================= Tool Message =================================
Name: get_google_books

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================================== Ai Message ==================================

Here are some books that can help you learn more about Docker technology:

1. **Docker** by Adrian Mouat
   - Description: This book provides a comprehensive explanation of the knowledge and skills required to utilize Docker effectively, including aspects of security and monitoring.
   - [More Info](https://books.google.com/books/about/Docker.html?id=BFsovgAACAAJ)

2. **Docker/Kubernetes実践コンテナ開発入門改訂新版** by 山田明憲
   - Description: An introductory book that explains the basics of container technology, Docker, and Kubernetes, and guides you through creating applications.
   - [More Info](https://books.google.com/books/about/Docker_Kubernetes%E5%AE%9F%E8%B7%B5%E3%82%B3%E3%83%B3%E3%83%86%E3%83%8A%E9%96%8B.html?id=pgFj0AEACAAJ)

3. **イラストでわかるDockerとKubernetes** by 徳永航平
   - Description: Understand Docker and Kubernetes intuitively through illustrations that explain how they work inside computers.
   - [More Info](https://books.google.com/books/about/%E3%82%A4%E3%83%A9%E3%82%B9%E3%83%88%E3%81%A7%E3%82%8F%E3%81%8B%E3%82%8BDocker%E3%81%A8Kuberne.html?id=AVQPzgEACAAJ)

4. **たった1日で基本が身に付く! Docker/Kubernetes超入門** by 伊藤裕一
   - Description: A book that explains the development methods of containers and microservices in a detailed manner, designed to be understood in a single day.
   - [More Info](https://books.google.com/books/about/%E3%81%9F%E3%81%A3%E3%81%9F1%E6%97%A5%E3%81%A7%E5%9F%BA%E6%9C%AC%E3%81%8C%E8%BA%AB%E3%81%AB%E4%BB%98%E3%81%8F_Do.html?id=b9ibzQEACAAJ)

5. **Docker実戦活用ガイド** by 吉岡恒夫
   - Description: A practical guide to using Docker, based on the author's experience in development, with examples and hands-on learning.
   - [More Info](https://books.google.com/books/about/Docker%E5%AE%9F%E6%88%A6%E6%B4%BB%E7%94%A8%E3%82%AC%E3%82%A4%E3%83%89.html?id=neWpDAAAQBAJ)

These books cover a range of topics from basic introductions to more advanced practical applications of Docker and Kubernetes.

AIAgent was able to interpret given question, and then fetch required information via a proper function.

I have to prepare for my trip to France next month.

What's up ?: I have to prepare for my trip to France next month.
================================ Human Message =================================

I have to prepare for my trip to France next month.
================================== Ai Message ==================================

That sounds exciting! Preparing for a trip to France involves several steps. Here are some things you might want to consider:

1. **Travel Documents**: Ensure your passport is valid for at least six months beyond your planned departure date. Check if you need a visa to enter France.

2. **Flights and Accommodation**: Book your flights and accommodation in advance. Consider what cities or regions you want to visit, such as Paris, the French Riviera, or the Loire Valley.

3. **Transportation**: Decide how you'll get around. France has an excellent train network, and renting a car is an option if you plan to explore rural areas.

4. **Itinerary**: Plan your itinerary. Consider what attractions you want to see, such as the Eiffel Tower, Louvre Museum, or Mont Saint-Michel.

5. **Language**: Brush up on some basic French phrases. While many people in France speak English, knowing some French can enhance your experience.

6. **Currency**: The currency in France is the Euro. Make sure you have a plan for accessing money, whether through credit cards or cash.

7. **Packing**: Consider the weather in France during your visit and pack accordingly. Don't forget essentials like adapters for your electronics.

8. **Travel Insurance**: Consider purchasing travel insurance for peace of mind.

9. **Local Customs and Etiquette**: Familiarize yourself with French customs and etiquette to ensure a respectful and enjoyable visit.

If you need specific information, such as hotel recommendations, weather forecasts, or things to do, feel free to ask!

AIAgent was not able to fetch information regarding the given question. But it can’t be helped, because the given question does not require some information clearly. It’s actually a little like human-like.
Based on above description, some improvements may be needed to translate abstract given questions into some clear requirements in the case of embedding AIAgent to sytems which require high response performance.

6. Consideration

I found AIAgent can able to control flow better than I expected before.
And also, I realized some AIAgent-specific improvements are needed when I embed it to real systems.
I'd like to continue to follow the trends in LLM technology and verify any topics that interest me through actual testing.

Reference

What is an AI agent?

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