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ReAct

在 Colab 中打开 在 GitHub 上打开

AutoGen 支持不同的 LLM 提示和推理策略，例如 ReAct、Reflection/Self-Critique 等。本页面演示如何使用 AutoGen 实现 ReAct（Yao 等，2022）。

首先确保已安装所需的软件包。

! pip install "pyautogen>=0.2.18" "tavily-python"

导入相关模块并配置 LLM。有关如何配置 LLM 的详细信息，请参见 LLM 配置。

import os
from typing import Annotated

from tavily import TavilyClient

from autogen import AssistantAgent, UserProxyAgent, config_list_from_json, register_function
from autogen.agentchat.contrib.capabilities import teachability
from autogen.cache import Cache
from autogen.coding import DockerCommandLineCodeExecutor, LocalCommandLineCodeExecutor

config_list = [
    {"model": "gpt-4", "api_key": os.environ["OPENAI_API_KEY"]},
    {"model": "gpt-3.5-turbo", "api_key": os.environ["OPENAI_API_KEY"]},
]
# 你也可以使用以下方法从文件或环境变量加载配置列表。
# config_list = config_list_from_json(env_or_file="OAI_CONFIG_LIST")

定义并添加你希望 LLM 代理使用的工具/操作​

我们使用 Tavily 作为搜索网络的工具。

tavily = TavilyClient(api_key=os.environ["TAVILY_API_KEY"])


def search_tool(query: Annotated[str, "搜索查询"]) -> Annotated[str, "搜索结果"]:
    return tavily.get_search_context(query=query, search_depth="advanced")

构建你的 ReAct 提示​

在这里，我们构建了一个通用的 ReAct 提示和一个基于 ReAct 提示的自定义消息函数 react_prompt_message。

# 注意：这个 ReAct 提示是从 Langchain 的 ReAct agent 改编而来的：https://github.com/langchain-ai/langchain/blob/master/libs/langchain/langchain/agents/react/agent.py#L79
ReAct_prompt = """
请尽力回答以下问题。你可以使用提供的工具。

使用以下格式：

问题：你必须回答的输入问题
思考：你应该始终思考该做什么
行动：要采取的行动
行动输入：行动的输入
观察：行动的结果
...（这个过程可以重复多次）
思考：我现在知道最终答案了
最终答案：原始输入问题的最终答案

开始！
问题：{input}
"""

# 定义 ReAct 提示信息。假设上下文中存在一个 "question" 字段


def react_prompt_message(sender, recipient, context):
    return ReAct_prompt.format(input=context["question"])

构建代理并启动代理对话​

# 设置代码执行器。
os.makedirs("coding", exist_ok=True)
# 如果已安装 Docker，请使用 Docker 执行器在容器中运行代码。
# code_executor = DockerCommandLineCodeExecutor(work_dir="coding")
code_executor = LocalCommandLineCodeExecutor(work_dir="coding")

user_proxy = UserProxyAgent(
    name="用户",
    is_termination_msg=lambda x: x.get("content", "") and x.get("content", "").rstrip().endswith("TERMINATE"),
    human_input_mode="ALWAYS",
    max_consecutive_auto_reply=10,
    code_execution_config={"executor": code_executor},
)

assistant = AssistantAgent(
    name="助手",
    system_message="只使用提供的工具。完成任务后回复 TERMINATE。",
    llm_config={"config_list": config_list, "cache_seed": None},
)

# 注册搜索工具。
register_function(
    search_tool,
    caller=assistant,
    executor=user_proxy,
    name="search_tool",
    description="搜索给定查询的网络",
)

# 缓存 LLM 响应。要获取不同的响应，请更改 cache_seed 的值。
with Cache.disk(cache_seed=43) as cache:
    user_proxy.initiate_chat(
        assistant,
        message=react_prompt_message,
        question="2024 年超级碗的结果是什么？",
        cache=cache,
    )
User (to Assistant):


Answer the following questions as best you can. You have access to tools provided.

Use the following format:

Question: the input question you must answer
Thought: you should always think about what to do
Action: the action to take
Action Input: the input to the action
Observation: the result of the action
... (this process can repeat multiple times)
Thought: I now know the final answer
Final Answer: the final answer to the original input question

Begin!
Question: What is the result of super bowl 2024?


--------------------------------------------------------------------------------
Assistant (to User):

Thought: I don't have this information readily available. I will use the search tool to look it up.
Action: Use the search_tool from the provided functions to search for the result of the Super Bowl 2024.
Action Input: { "query": "Super Bowl 2024 result" }
***** Suggested tool Call (call_xZ30S6DmmTrIJKUziSAqpkSn): search_tool *****
Arguments: 

{
"query": "Super Bowl 2024 result"
}
****************************************************************************

--------------------------------------------------------------------------------

>>>>>>>> NO HUMAN INPUT RECEIVED.

>>>>>>>> USING AUTO REPLY...

>>>>>>>> EXECUTING FUNCTION search_tool...
User (to Assistant):

User (to Assistant):

***** Response from calling tool "call_xZ30S6DmmTrIJKUziSAqpkSn" *****
"[\"{\\\"url\\\": \\\"https://www.cbsnews.com/live-updates/super-bowl-2024-chiefs-49ers-game-coverage/\\\", \\\"content\\\": \\\"\\\\\\\"\\\\nThe Chiefs reached the Super Bowl the hard way, with back-to-back road playoff wins against the Buffalo Bills in the divisional round and then the Ravens in the conference championship \\\\u2014 the first time in his career Mahomes has been forced to play road playoff games.\\\\n Watch CBS News\\\\nSuper Bowl 2024 live updates as Chiefs and 49ers prepare for today's show down\\\\nBy Faris Tanyos, Aliza Chasan, Joe Ruiz, Gina Martinez, S. Dev\\\\nUpdated on:\\\\nFebruary 11, 2024 / 6:37 PM EST\\\\n/ CBS News\\\\nThe Kansas City Chiefs will look to become the first back-to-back Super Bowl champion in two decades when they take on the San Francisco 49ers today in Las Vegas.\\\\n What to know about San Francisco 49ers quarterback Brock Purdy\\\\nOne of the most improbable stories of Super Bowl LVIII is that of San Francisco 49ers quarterback Brock Purdy, who has gone from being \\\\\\\"Mr. Irrelevant,\\\\\\\" as the final pick of the 2022 NFL Draft, to a bonafide star, leading his team to the cusp of an NFL title in less than two years.\\\\n The 24-year-old, who set records at Iowa State after receiving Player of the Year honors at Perry High School in Gilbert, Arizona, is attempting to become the third quarterback after Joe Montana and Steve Young to lead the 49ers to a Super Bowl victory, and the franchise's sixth Lombardi Trophy.\\\\n \\\\\\\"The more technologically savvy we become: look around the stadium, the scoreboards, the lighting, you know, all of the different technology that makes this a spectacular game, these are all increases in the attack surface that people can target,\\\\\\\" said Cathy Lanier, the NFL's chief security officer.\\\\n\\\"}\", \"{\\\"url\\\": \\\"https://www.cbssports.com/nfl/news/2024-super-bowl-chiefs-vs-49ers-score-patrick-mahomes-leads-ot-comeback-as-k-c-wins-back-to-back-titles/live/\\\", \\\"content\\\": \\\"The championship-winning drive, which included a fourth-and-1 scramble from Mahomes and a clutch 7-yard catch from tight end Travis Kelce, was a must-score for K.C. The NFL's new playoff overtime rules -- both teams are guaranteed at least one possession in the extra period -- were in effect for the first time, and the Chiefs needed to answer the Niners' field goal.\\\\n Held out of the end zone until that point, Kansas City grabbed its first lead of the game at 13-10.\\\\nJennings' touchdown receiving (followed by a missed extra point) concluded a 75-yard drive that put the Niners back on top, 16-13, as the wideout joined former Philadelphia Eagles quarterback Nick Foles as the only players to throw and catch a touchdown in a Super Bowl.\\\\n He spread the ball around -- eight pass-catchers had at least two receptions -- slowly but surely overcoming a threatening 49ers defense that knocked him off his spot consistently in the first half.\\\\nMahomes, with his third Super Bowl MVP, now sits alongside Tom Brady (five) and Joe Montana (three) atop the mountain while becoming just the third player to win the award back-to-back, joining Bart Starr (I-II) and Terry Bradshaw (XIII-XIV).\\\\n The muffed punt that bounced off of cornerback Darrell Luter Jr.'s ankle was also the big break that the Chiefs needed as they scored on the very next play to take the lead for the first time in the game. College Pick'em\\\\nA Daily SportsLine Betting Podcast\\\\nNFL Playoff Time!\\\\n2024 Super Bowl, Chiefs vs. 49ers score: Patrick Mahomes leads OT comeback as K.C. wins back-to-back titles\\\\nCall it a dynasty; the Chiefs are the first team to win consecutive Super Bowls since 2003-04\\\\nThe Kansas City Chiefs are Super Bowl champions, again.\\\"}\", \"{\\\"url\\\": \\\"https://www.espn.com/nfl/story/_/id/39480722/49ers-chiefs-live-super-bowl-lviii-updates-moments-highlights\\\", \\\"content\\\": \\\"With a relentless defense and opportune plays by their star quarterback -- including a pair of gutsy overtime scrambles -- the Chiefs won their third Super Bowl in five years in a 25-22 overtime victory against the San Francisco 49ers in only the second overtime game in Super Bowl history.\\\\n Staff\\\\nTaylor Swift supports Travis Kelce, chugs drink at Super Bowl LVIII10hTory Barron\\\\nAfter posting a losing record in December, the Chiefs embraced an underdog, villain mentality throughout the postseason, upsetting three teams en route to their second consecutive Super Bowl title, becoming the ninth team to repeat as Super Bowl champions and first since the 2004 New England Patriots.\\\\n ESPN\\\\nSuper Bowl 2024 - Highlights from Chiefs' win vs. 49ers\\\\nMike Tannenbaum and Tim Hasselbeck react to the Chiefs' thrilling overtime victory over the 49ers in the Super Bowl. The 49ers had the ball with 2:51 to go in a tied game, but a signature Steve Spagnuolo blitz on third down late in the fourth quarter forced a 49ers field goal. Led by their captains, most of the Chiefs arrived to Allegiant Stadium in Las Vegas on Sunday in all black, signaling a steely resolve to upset Brock Purdy and the NFC's best offensive ensemble.\\\\n\\\"}\", \"{\\\"url\\\": \\\"https://www.sportingnews.com/us/nfl/news/super-bowl-2024-live-score-49ers-chiefs-results-highlights/0c440aa7145b809ed174d8ff\\\", \\\"content\\\": \\\"Super Bowl start time\\\\nSuper Bowl 58 between the Chiefs and 49ers is set to kick off at 6:30 p.m. ET (3:30 p.m. local time) in Las Vegas, Nev.\\\\n6:30 p.m. ET has become the standard start time for Super Bowls and is preceded by performances of \\\\\\\"Lift Every Voice and Sing,\\\\\\\" \\\\\\\"America the Beautiful,\\\\\\\" and \\\\\\\"The Star-Spangled Banner. Brock Purdy drops a dime to Chris Conley on 3rd & 9 \\\\ud83c\\\\udfaf\\\\n\\\\ud83d\\\\udcfa: #SBLVIII on CBS\\\\n\\\\ud83d\\\\udcf1: Stream on #NFLPlus https://t.co/dClcEDViWl pic.twitter.com/Oa10d7khdl\\\\n7:10 p.m. \\\\u2014 The 49ers are relying heavily on McCaffrey, who takes the ball on each of the first three snaps on this drive. \\\\ud83d\\\\udcfa: #SBLVIII on CBS\\\\n\\\\ud83d\\\\udcf1: Stream on #NFLPlus https://t.co/dClcEDViWl pic.twitter.com/yUc00MtP84\\\\n7:24 p.m. \\\\u2014 The 49ers force a 3rd & 1, but Rashee Rice is easily able to pick up the first and one or two more yards.\\\\n49ers 3, Chiefs 0\\\\n7:19 p.m. MORE SUPER BOWL 58:\\\\n\\\\u2022\\\\u00a0 Inside Taylor Swift and Travis Kelce's whirlwind dating timeline\\\\n\\\\u2022. Ranking the thriving Mike and Kyle Shanahan coaching tree\\\\n\\\\u2022. Tracking every Super Bowl 58 commercial\\\\nWhat channel is the Super Bowl on?\\\\nSuper Bowl 58 will be broadcast nationally on CBS. PURDY TO JENNINGS TO CMC FOR SIX \\\\ud83d\\\\udd25\\\\n\\\\ud83d\\\\udcfa: #SBLVIII on CBS\\\\n\\\\ud83d\\\\udcf1: Stream on #NFLPlus https://t.co/dClcEDViWl pic.twitter.com/ktiTXIiHzS\\\\n7:47 p.m. \\\\u2014 L'Jarius Sneed, who was on the other side of this two weeks ago, gets hit with an unsportsmanlike conduct penalty and and gives the 49ers their 11th first down.\\\"}\", \"{\\\"url\\\": \\\"https://apnews.com/live/super-bowl-2024-updates\\\", \\\"content\\\": \\\"Throw in the fact that Chiefs coach Andy Reid will be in his fifth Super Bowl, the third most in NFL history, and has a chance to win a third ring, and the knowledge on the Kansas City sideline will be an advantage too big for the 49ers to overcome.\\\\n She performed in Japan on Saturday night before a flight across nine time zones and the international date line to reach the U.S.\\\\nRihanna performs during halftime of the NFL Super Bowl 57 football game between the Philadelphia Eagles and the Kansas City Chiefs, Sunday, Feb. 12, 2023, in Glendale, Ariz. (AP Photo/David J. Phillip)\\\\n After the teams take the field, Post Malone will perform \\\\u201cAmerica the Beautiful\\\\u201d and Reba McEntire will sing \\\\u201cThe Star-Spangled Banner.\\\\u201d\\\\nSan Francisco 49ers quarterback Brock Purdy (13) warms up before the NFL Super Bowl 58 football game against the Kansas City Chiefs, Sunday, Feb. 11, 2024, in Las Vegas. He was also the referee when the Chiefs beat the 49ers in the Super Bowl four years ago \\\\u2014 and when the Rams beat the Saints in the 2019 NFC championship game after an infamous missed call.\\\\n Purdy\\\\u2019s comeback from the injury to his throwing arm suffered in last season\\\\u2019s NFC championship loss to the Philadelphia Eagles has been part of the storybook start to his career that started as Mr. Irrelevant as the 262nd pick in the 2022 draft.\\\\n\\\"}\"]"
**********************************************************************

--------------------------------------------------------------------------------
Assistant (to User):

Observation: According to the search results, The Kansas City Chiefs won the Super Bowl 2024 against the San Francisco 49ers with a score of 25-22 in an overtime victory. This victory made the Chiefs the first team to win consecutive Super Bowls since 2003-04.

Thought: I now know the final result of Super Bowl 2024.
Final Answer: The Kansas City Chiefs won the Super Bowl 2024 against the San Francisco 49ers in an overtime victory with a score of 25-22.

--------------------------------------------------------------------------------

通过可教性启用带有记忆模块的 ReAct​

# 实例化可教性（Teachability）功能。所有参数都是可选的。
teachability = teachability.Teachability(
    verbosity=0,  # 0 表示基本信息，1 表示添加记忆操作，2 表示分析器消息，3 表示备忘列表。
    reset_db=True,
    path_to_db_dir="./tmp/notebook/teachability_db",
    recall_threshold=1.5,  # 较高的数值允许回忆更多（但不太相关）的备忘录。
)

# 现在将可教性功能添加到助手中。
teachability.add_to_agent(assistant)

with Cache.disk(cache_seed=44) as cache:
    user_proxy.initiate_chat(
        assistant,
        message=react_prompt_message,
        question="2024 年超级碗的结果是什么？",
        cache=cache,
    )

在这段代码中，我们通过启用可教性（Teachability）功能来增强 ReAct 助手的记忆能力。首先，我们实例化了可教性功能，并设置了一些参数，如详细程度、数据库路径和回忆阈值。然后，我们将可教性功能添加到助手中。最后，我们使用 initiate_chat 方法来与助手进行对话，向助手提问关于 2024 年超级碗结果的问题。


CLEARING MEMORY
User (to Assistant):


Answer the following questions as best you can. You have access to tools provided.

Use the following format:

Question: the input question you must answer
Thought: you should always think about what to do
Action: the action to take
Action Input: the input to the action
Observation: the result of the action
... (this process can repeat multiple times)
Thought: I now know the final answer
Final Answer: the final answer to the original input question

Begin!
Question: What is the result of super bowl 2024?


--------------------------------------------------------------------------------
Assistant (to User):

Thought: I need to search for the result of Super Bowl 2024.
Action: Use the search_tool to find the result of Super Bowl 2024.
Action Input: {"query": "Super Bowl 2024 result"}
***** Suggested tool Call (call_zIK7cS9Gluug8D7O9fpEUfwT): search_tool *****
Arguments: 

{
"query": "Super Bowl 2024 result"
}
****************************************************************************

--------------------------------------------------------------------------------

>>>>>>>> NO HUMAN INPUT RECEIVED.

>>>>>>>> USING AUTO REPLY...

>>>>>>>> EXECUTING FUNCTION search_tool...
User (to Assistant):

User (to Assistant):

***** Response from calling tool "call_zIK7cS9Gluug8D7O9fpEUfwT" *****
"[\"{\\\"url\\\": \\\"https://www.espn.com/nfl/story/_/id/39480722/49ers-chiefs-live-super-bowl-lviii-updates-moments-highlights\\\", \\\"content\\\": \\\"With a relentless defense and opportune plays by their star quarterback -- including a pair of gutsy overtime scrambles -- the Chiefs won their third Super Bowl in five years in a 25-22 overtime victory against the San Francisco 49ers in only the second overtime game in Super Bowl history.\\\\n Staff\\\\nTaylor Swift supports Travis Kelce, chugs drink at Super Bowl LVIII10hTory Barron\\\\nAfter posting a losing record in December, the Chiefs embraced an underdog, villain mentality throughout the postseason, upsetting three teams en route to their second consecutive Super Bowl title, becoming the ninth team to repeat as Super Bowl champions and first since the 2004 New England Patriots.\\\\n ESPN\\\\nSuper Bowl 2024 - Highlights from Chiefs' win vs. 49ers\\\\nMike Tannenbaum and Tim Hasselbeck react to the Chiefs' thrilling overtime victory over the 49ers in the Super Bowl. The 49ers had the ball with 2:51 to go in a tied game, but a signature Steve Spagnuolo blitz on third down late in the fourth quarter forced a 49ers field goal. Led by their captains, most of the Chiefs arrived to Allegiant Stadium in Las Vegas on Sunday in all black, signaling a steely resolve to upset Brock Purdy and the NFC's best offensive ensemble.\\\\n\\\"}\", \"{\\\"url\\\": \\\"https://www.sportingnews.com/us/nfl/news/super-bowl-2024-live-score-49ers-chiefs-results-highlights/0c440aa7145b809ed174d8ff\\\", \\\"content\\\": \\\"Super Bowl start time\\\\nSuper Bowl 58 between the Chiefs and 49ers is set to kick off at 6:30 p.m. ET (3:30 p.m. local time) in Las Vegas, Nev.\\\\n6:30 p.m. ET has become the standard start time for Super Bowls and is preceded by performances of \\\\\\\"Lift Every Voice and Sing,\\\\\\\" \\\\\\\"America the Beautiful,\\\\\\\" and \\\\\\\"The Star-Spangled Banner. Brock Purdy drops a dime to Chris Conley on 3rd & 9 \\\\ud83c\\\\udfaf\\\\n\\\\ud83d\\\\udcfa: #SBLVIII on CBS\\\\n\\\\ud83d\\\\udcf1: Stream on #NFLPlus https://t.co/dClcEDViWl pic.twitter.com/Oa10d7khdl\\\\n7:10 p.m. \\\\u2014 The 49ers are relying heavily on McCaffrey, who takes the ball on each of the first three snaps on this drive. \\\\ud83d\\\\udcfa: #SBLVIII on CBS\\\\n\\\\ud83d\\\\udcf1: Stream on #NFLPlus https://t.co/dClcEDViWl pic.twitter.com/yUc00MtP84\\\\n7:24 p.m. \\\\u2014 The 49ers force a 3rd & 1, but Rashee Rice is easily able to pick up the first and one or two more yards.\\\\n49ers 3, Chiefs 0\\\\n7:19 p.m. MORE SUPER BOWL 58:\\\\n\\\\u2022\\\\u00a0 Inside Taylor Swift and Travis Kelce's whirlwind dating timeline\\\\n\\\\u2022. Ranking the thriving Mike and Kyle Shanahan coaching tree\\\\n\\\\u2022. Tracking every Super Bowl 58 commercial\\\\nWhat channel is the Super Bowl on?\\\\nSuper Bowl 58 will be broadcast nationally on CBS. PURDY TO JENNINGS TO CMC FOR SIX \\\\ud83d\\\\udd25\\\\n\\\\ud83d\\\\udcfa: #SBLVIII on CBS\\\\n\\\\ud83d\\\\udcf1: Stream on #NFLPlus https://t.co/dClcEDViWl pic.twitter.com/ktiTXIiHzS\\\\n7:47 p.m. \\\\u2014 L'Jarius Sneed, who was on the other side of this two weeks ago, gets hit with an unsportsmanlike conduct penalty and and gives the 49ers their 11th first down.\\\"}\", \"{\\\"url\\\": \\\"https://apnews.com/live/super-bowl-2024-updates\\\", \\\"content\\\": \\\"Throw in the fact that Chiefs coach Andy Reid will be in his fifth Super Bowl, the third most in NFL history, and has a chance to win a third ring, and the knowledge on the Kansas City sideline will be an advantage too big for the 49ers to overcome.\\\\n She performed in Japan on Saturday night before a flight across nine time zones and the international date line to reach the U.S.\\\\nRihanna performs during halftime of the NFL Super Bowl 57 football game between the Philadelphia Eagles and the Kansas City Chiefs, Sunday, Feb. 12, 2023, in Glendale, Ariz. (AP Photo/David J. Phillip)\\\\n After the teams take the field, Post Malone will perform \\\\u201cAmerica the Beautiful\\\\u201d and Reba McEntire will sing \\\\u201cThe Star-Spangled Banner.\\\\u201d\\\\nSan Francisco 49ers quarterback Brock Purdy (13) warms up before the NFL Super Bowl 58 football game against the Kansas City Chiefs, Sunday, Feb. 11, 2024, in Las Vegas. He was also the referee when the Chiefs beat the 49ers in the Super Bowl four years ago \\\\u2014 and when the Rams beat the Saints in the 2019 NFC championship game after an infamous missed call.\\\\n Purdy\\\\u2019s comeback from the injury to his throwing arm suffered in last season\\\\u2019s NFC championship loss to the Philadelphia Eagles has been part of the storybook start to his career that started as Mr. Irrelevant as the 262nd pick in the 2022 draft.\\\\n\\\"}\", \"{\\\"url\\\": \\\"https://www.cbsnews.com/live-updates/super-bowl-2024-chiefs-49ers-game-coverage/\\\", \\\"content\\\": \\\"\\\\\\\"\\\\nThe Chiefs reached the Super Bowl the hard way, with back-to-back road playoff wins against the Buffalo Bills in the divisional round and then the Ravens in the conference championship \\\\u2014 the first time in his career Mahomes has been forced to play road playoff games.\\\\n Watch CBS News\\\\nSuper Bowl 2024 live updates as Chiefs and 49ers prepare for today's show down\\\\nBy Faris Tanyos, Aliza Chasan, Joe Ruiz, Gina Martinez, S. Dev\\\\nUpdated on:\\\\nFebruary 11, 2024 / 6:37 PM EST\\\\n/ CBS News\\\\nThe Kansas City Chiefs will look to become the first back-to-back Super Bowl champion in two decades when they take on the San Francisco 49ers today in Las Vegas.\\\\n What to know about San Francisco 49ers quarterback Brock Purdy\\\\nOne of the most improbable stories of Super Bowl LVIII is that of San Francisco 49ers quarterback Brock Purdy, who has gone from being \\\\\\\"Mr. Irrelevant,\\\\\\\" as the final pick of the 2022 NFL Draft, to a bonafide star, leading his team to the cusp of an NFL title in less than two years.\\\\n The 24-year-old, who set records at Iowa State after receiving Player of the Year honors at Perry High School in Gilbert, Arizona, is attempting to become the third quarterback after Joe Montana and Steve Young to lead the 49ers to a Super Bowl victory, and the franchise's sixth Lombardi Trophy.\\\\n \\\\\\\"The more technologically savvy we become: look around the stadium, the scoreboards, the lighting, you know, all of the different technology that makes this a spectacular game, these are all increases in the attack surface that people can target,\\\\\\\" said Cathy Lanier, the NFL's chief security officer.\\\\n\\\"}\", \"{\\\"url\\\": \\\"https://www.cbssports.com/nfl/news/2024-super-bowl-chiefs-vs-49ers-score-patrick-mahomes-leads-ot-comeback-as-k-c-wins-back-to-back-titles/live/\\\", \\\"content\\\": \\\"The championship-winning drive, which included a fourth-and-1 scramble from Mahomes and a clutch 7-yard catch from tight end Travis Kelce, was a must-score for K.C. The NFL's new playoff overtime rules -- both teams are guaranteed at least one possession in the extra period -- were in effect for the first time, and the Chiefs needed to answer the Niners' field goal.\\\\n Held out of the end zone until that point, Kansas City grabbed its first lead of the game at 13-10.\\\\nJennings' touchdown receiving (followed by a missed extra point) concluded a 75-yard drive that put the Niners back on top, 16-13, as the wideout joined former Philadelphia Eagles quarterback Nick Foles as the only players to throw and catch a touchdown in a Super Bowl.\\\\n He spread the ball around -- eight pass-catchers had at least two receptions -- slowly but surely overcoming a threatening 49ers defense that knocked him off his spot consistently in the first half.\\\\nMahomes, with his third Super Bowl MVP, now sits alongside Tom Brady (five) and Joe Montana (three) atop the mountain while becoming just the third player to win the award back-to-back, joining Bart Starr (I-II) and Terry Bradshaw (XIII-XIV).\\\\n The muffed punt that bounced off of cornerback Darrell Luter Jr.'s ankle was also the big break that the Chiefs needed as they scored on the very next play to take the lead for the first time in the game. College Pick'em\\\\nA Daily SportsLine Betting Podcast\\\\nNFL Playoff Time!\\\\n2024 Super Bowl, Chiefs vs. 49ers score: Patrick Mahomes leads OT comeback as K.C. wins back-to-back titles\\\\nCall it a dynasty; the Chiefs are the first team to win consecutive Super Bowls since 2003-04\\\\nThe Kansas City Chiefs are Super Bowl champions, again.\\\"}\"]"
**********************************************************************

--------------------------------------------------------------------------------
Assistant (to User):

Observation: The Chiefs won Super Bowl 2024 against the San Francisco 49ers with a score of 25-22 in overtime. This was the Chiefs' third Super Bowl victory in five years, and they became the first team to win consecutive Super Bowls since 2004. The game took place at Allegiant Stadium in Las Vegas. The 49ers were leading initially, but the Chiefs came back and won the game in a thrilling overtime victory.
Thought: I now know the final answer. 
Final Answer: The Kansas City Chiefs won the Super Bowl 2024 against the San Francisco 49ers with a score of 25-22 in overtime.

--------------------------------------------------------------------------------

现在让我们再次提出同样的问题，看看助手是否记住了这个问题。​

# 使用不同的 cache_seed。
with Cache.disk(cache_seed=110) as cache:
    user_proxy.initiate_chat(
        assistant,
        message=react_prompt_message,
        question="2024 年超级碗的结果是什么？",
        max_turns=1,
        cache=cache,
    )
用户（对助手）：


请尽力回答以下问题。你可以使用提供的工具。

使用以下格式：

问题：你必须回答的输入问题
思考：你应该始终思考该做什么
行动：要采取的行动
行动输入：行动的输入
观察：行动的结果
...（此过程可以多次重复）
思考：我现在知道最终答案
最终答案：原始输入问题的最终答案

开始！
问题：2024 年超级碗的结果是什么？


--------------------------------------------------------------------------------
助手（对用户）：

思考：这个问题询问的是 2024 年超级碗的结果。由于答案已经在记忆中提供了，不需要使用任何函数工具。

最终答案：堪萨斯城酋长队在超级碗 2024 中以 25-22 的加时胜利击败旧金山 49ers 队获胜。这是他们五年来的第三次胜利。比赛于 2024 年 2 月 11 日星期日在内华达州拉斯维加斯举行。酋长队的马霍姆斯获得了他的第三个超级碗最有价值球员奖，与乔·蒙塔纳并列，仅次于汤姆·布雷迪，后者已经赢得了五次超级碗最有价值球员奖。

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