%pip install --quiet datasets==3.5.0 langchain-couchbase==0.3.0 langchain-openai==0.3.13 crewai==0.114.0 python-dotenv==1.1.0

Note: you may need to restart the kernel to use updated packages.

import getpass
import json
import logging
import os
import time
from datetime import timedelta

from couchbase.auth import PasswordAuthenticator
from couchbase.cluster import Cluster
from couchbase.diagnostics import PingState, ServiceType
from couchbase.exceptions import (InternalServerFailureException,
                                  QueryIndexAlreadyExistsException,
                                  ServiceUnavailableException)
from couchbase.management.buckets import CreateBucketSettings
from couchbase.management.search import SearchIndex
from couchbase.options import ClusterOptions
from datasets import load_dataset
from dotenv import load_dotenv
from crewai.tools import tool
from langchain_couchbase.vectorstores import CouchbaseSearchVectorStore
from langchain_openai import ChatOpenAI, OpenAIEmbeddings

from crewai import Agent, Crew, Process, Task

logging.basicConfig(
    level=logging.INFO,
    format='%(asctime)s [%(levelname)s] %(message)s',
    datefmt='%Y-%m-%d %H:%M:%S'
)

# Suppress httpx logging
logging.getLogger('httpx').setLevel(logging.CRITICAL)

# Load environment variables
load_dotenv()

# Configuration
OPENAI_API_KEY = os.getenv('OPENAI_API_KEY') or input("Enter your OpenAI API key: ")
if not OPENAI_API_KEY:
    raise ValueError("OPENAI_API_KEY is not set")

CB_HOST = os.getenv('CB_HOST') or input("Enter Couchbase host (default: couchbase://localhost): ") or 'couchbase://localhost'
CB_USERNAME = os.getenv('CB_USERNAME') or input("Enter Couchbase username (default: Administrator): ") or 'Administrator'
CB_PASSWORD = os.getenv('CB_PASSWORD') or getpass.getpass("Enter Couchbase password (default: password): ") or 'password'
CB_BUCKET_NAME = os.getenv('CB_BUCKET_NAME') or input("Enter bucket name (default: vector-search-testing): ") or 'vector-search-testing'
INDEX_NAME = os.getenv('INDEX_NAME') or input("Enter index name (default: vector_search_crew): ") or 'vector_search_crew'
SCOPE_NAME = os.getenv('SCOPE_NAME') or input("Enter scope name (default: shared): ") or 'shared'
COLLECTION_NAME = os.getenv('COLLECTION_NAME') or input("Enter collection name (default: crew): ") or 'crew'

print("Configuration loaded successfully")

Configuration loaded successfully

# Connect to Couchbase
try:
    auth = PasswordAuthenticator(CB_USERNAME, CB_PASSWORD)
    options = ClusterOptions(auth)
    cluster = Cluster(CB_HOST, options)
    cluster.wait_until_ready(timedelta(seconds=5))
    print("Successfully connected to Couchbase")
except Exception as e:
    print(f"Failed to connect to Couchbase: {str(e)}")
    raise

Successfully connected to Couchbase

def check_search_service(cluster):
    """Verify search service availability using ping"""
    try:
        # Get ping result
        ping_result = cluster.ping()
        search_available = False
        
        # Check if search service is responding
        for service_type, endpoints in ping_result.endpoints.items():
            if service_type == ServiceType.Search:
                for endpoint in endpoints:
                    if endpoint.state == PingState.OK:
                        search_available = True
                        print(f"Search service is responding at: {endpoint.remote}")
                        break
                break

        if not search_available:
            raise RuntimeError("Search/FTS service not found or not responding")
        
        print("Search service check passed successfully")
    except Exception as e:
        print(f"Health check failed: {str(e)}")
        raise
try:
    check_search_service(cluster)
except Exception as e:
    print(f"Failed to check search service: {str(e)}")
    raise

Search service is responding at: 3.235.224.172:18094
Search service check passed successfully

def setup_collection(cluster, bucket_name, scope_name, collection_name):
    try:
        # Check if bucket exists, create if it doesn't
        try:
            bucket = cluster.bucket(bucket_name)
            logging.info(f"Bucket '{bucket_name}' exists.")
        except Exception as e:
            logging.info(f"Bucket '{bucket_name}' does not exist. Creating it...")
            bucket_settings = CreateBucketSettings(
                name=bucket_name,
                bucket_type='couchbase',
                ram_quota_mb=1024,
                flush_enabled=True,
                num_replicas=0
            )
            cluster.buckets().create_bucket(bucket_settings)
            time.sleep(2)  # Wait for bucket creation to complete and become available
            bucket = cluster.bucket(bucket_name)
            logging.info(f"Bucket '{bucket_name}' created successfully.")

        bucket_manager = bucket.collections()

        # Check if scope exists, create if it doesn't
        scopes = bucket_manager.get_all_scopes()
        scope_exists = any(scope.name == scope_name for scope in scopes)
        
        if not scope_exists and scope_name != "_default":
            logging.info(f"Scope '{scope_name}' does not exist. Creating it...")
            bucket_manager.create_scope(scope_name)
            logging.info(f"Scope '{scope_name}' created successfully.")

        # Check if collection exists, create if it doesn't
        collections = bucket_manager.get_all_scopes()
        collection_exists = any(
            scope.name == scope_name and collection_name in [col.name for col in scope.collections]
            for scope in collections
        )

        if not collection_exists:
            logging.info(f"Collection '{collection_name}' does not exist. Creating it...")
            bucket_manager.create_collection(scope_name, collection_name)
            logging.info(f"Collection '{collection_name}' created successfully.")
        else:
            logging.info(f"Collection '{collection_name}' already exists. Skipping creation.")

        # Wait for collection to be ready
        collection = bucket.scope(scope_name).collection(collection_name)
        time.sleep(2)  # Give the collection time to be ready for queries

        # Ensure primary index exists
        try:
            cluster.query(f"CREATE PRIMARY INDEX IF NOT EXISTS ON `{bucket_name}`.`{scope_name}`.`{collection_name}`").execute()
            logging.info("Primary index present or created successfully.")
        except Exception as e:
            logging.warning(f"Error creating primary index: {str(e)}")

        # Clear all documents in the collection
        try:
            query = f"DELETE FROM `{bucket_name}`.`{scope_name}`.`{collection_name}`"
            cluster.query(query).execute()
            logging.info("All documents cleared from the collection.")
        except Exception as e:
            logging.warning(f"Error while clearing documents: {str(e)}. The collection might be empty.")

        return collection
    except Exception as e:
        raise RuntimeError(f"Error setting up collection: {str(e)}")
    
setup_collection(cluster, CB_BUCKET_NAME, SCOPE_NAME, COLLECTION_NAME)

2025-05-25 02:56:12 [INFO] Bucket 'vector-search-testing' exists.
2025-05-25 02:56:14 [INFO] Collection 'crew' already exists. Skipping creation.
2025-05-25 02:56:17 [INFO] Primary index present or created successfully.
2025-05-25 02:56:17 [INFO] All documents cleared from the collection.





<couchbase.collection.Collection at 0x3131a9950>

# Load index definition
try:
    with open('crew_index.json', 'r') as file:
        index_definition = json.load(file)
except FileNotFoundError as e:
    print(f"Error: crew_index.json file not found: {str(e)}")
    raise
except json.JSONDecodeError as e:
    print(f"Error: Invalid JSON in crew_index.json: {str(e)}")
    raise
except Exception as e:
    print(f"Error loading index definition: {str(e)}")
    raise

try:
    scope_index_manager = cluster.bucket(CB_BUCKET_NAME).scope(SCOPE_NAME).search_indexes()

    # Check if index already exists
    existing_indexes = scope_index_manager.get_all_indexes()
    index_name = index_definition["name"]

    if index_name in [index.name for index in existing_indexes]:
        logging.info(f"Index '{index_name}' found")
    else:
        logging.info(f"Creating new index '{index_name}'...")

    # Create SearchIndex object from JSON definition
    search_index = SearchIndex.from_json(index_definition)

    # Upsert the index (create if not exists, update if exists)
    scope_index_manager.upsert_index(search_index)
    logging.info(f"Index '{index_name}' successfully created/updated.")

except QueryIndexAlreadyExistsException:
    logging.info(f"Index '{index_name}' already exists. Skipping creation/update.")
except ServiceUnavailableException:
    raise RuntimeError("Search service is not available. Please ensure the Search service is enabled in your Couchbase cluster.")
except InternalServerFailureException as e:
    logging.error(f"Internal server error: {str(e)}")
    raise

2025-05-25 02:56:18 [INFO] Index 'vector_search_crew' found
2025-05-25 02:56:19 [INFO] Index 'vector_search_crew' already exists. Skipping creation/update.

# Initialize OpenAI components
embeddings = OpenAIEmbeddings(
    openai_api_key=OPENAI_API_KEY,
    model="text-embedding-3-small"
)

llm = ChatOpenAI(
    openai_api_key=OPENAI_API_KEY,
    model="gpt-4o",
    temperature=0.2
)

print("OpenAI components initialized")

OpenAI components initialized

# Setup vector store
vector_store = CouchbaseSearchVectorStore(
    cluster=cluster,
    bucket_name=CB_BUCKET_NAME,
    scope_name=SCOPE_NAME,
    collection_name=COLLECTION_NAME,
    embedding=embeddings,
    index_name=INDEX_NAME,
)
print("Vector store initialized")

Vector store initialized

try:
    news_dataset = load_dataset(
        "RealTimeData/bbc_news_alltime", "2024-12", split="train"
    )
    print(f"Loaded the BBC News dataset with {len(news_dataset)} rows")
    logging.info(f"Successfully loaded the BBC News dataset with {len(news_dataset)} rows.")
except Exception as e:
    raise ValueError(f"Error loading the BBC News dataset: {str(e)}")

2025-05-25 02:56:29 [INFO] Successfully loaded the BBC News dataset with 2687 rows.


Loaded the BBC News dataset with 2687 rows

news_articles = news_dataset["content"]
unique_articles = set()
for article in news_articles:
    if article:
        unique_articles.add(article)
unique_news_articles = list(unique_articles)
print(f"We have {len(unique_news_articles)} unique articles in our database.")

We have 1749 unique articles in our database.

batch_size = 50

# Automatic Batch Processing
articles = [article for article in unique_news_articles if article and len(article) <= 50000]

try:
    vector_store.add_texts(
        texts=articles,
        batch_size=batch_size
    )
    logging.info("Document ingestion completed successfully.")
except Exception as e:
    raise ValueError(f"Failed to save documents to vector store: {str(e)}")

2025-05-25 02:58:12 [INFO] Document ingestion completed successfully.

# Create vector retriever
retriever = vector_store.as_retriever(
    search_type="similarity",
)

# Define the search tool using the @tool decorator
@tool("vector_search")
def search_tool(query: str) -> str:
    """Search for relevant documents using vector similarity.
    Input should be a simple text query string.
    Returns a list of relevant document contents.
    Use this tool to find detailed information about topics."""
    # Handle potential non-string query input if needed (similar to original lambda)
    # CrewAI usually passes the string directly based on task description
    # but checking doesn't hurt, though the Agent logic might handle this.
    # query_str = query if isinstance(query, str) else str(query.get('query', '')) # Simplified for now

    # Invoke the retriever
    docs = retriever.invoke(query)

    # Format the results
    formatted_docs = "\n\n".join([
        f"Document {i+1}:\n{'-'*40}\n{doc.page_content}"
        for i, doc in enumerate(docs)
    ])
    return formatted_docs

# Custom response template
response_template = """
Analysis Results
===============
{%- if .Response %}
{{ .Response }}
{%- endif %}

Sources
=======
{%- for tool in .Tools %}
* {{ tool.name }}
{%- endfor %}

Metadata
========
* Confidence: {{ .Confidence }}
* Analysis Time: {{ .ExecutionTime }}
"""

# Create research agent
researcher = Agent(
    role='Research Expert',
    goal='Find and analyze the most relevant documents to answer user queries accurately',
    backstory="""You are an expert researcher with deep knowledge in information retrieval 
    and analysis. Your expertise lies in finding, evaluating, and synthesizing information 
    from various sources. You have a keen eye for detail and can identify key insights 
    from complex documents. You always verify information across multiple sources and 
    provide comprehensive, accurate analyses.""",
    tools=[search_tool],
    llm=llm,
    verbose=True,
    memory=True,
    allow_delegation=False,
    response_template=response_template
)

# Create writer agent
writer = Agent(
    role='Technical Writer',
    goal='Generate clear, accurate, and well-structured responses based on research findings',
    backstory="""You are a skilled technical writer with expertise in making complex 
    information accessible and engaging. You excel at organizing information logically, 
    explaining technical concepts clearly, and creating well-structured documents. You 
    ensure all information is properly cited, accurate, and presented in a user-friendly 
    manner. You have a talent for maintaining the reader's interest while conveying 
    detailed technical information.""",
    llm=llm,
    verbose=True,
    memory=True,
    allow_delegation=False,
    response_template=response_template
)

print("Agents created successfully")

Agents created successfully

def process_query(query, researcher, writer):
    """
    Test the complete RAG system with a user query.
    
    This function tests both the vector search capability and the agent-based processing:
    1. Vector search: Retrieves relevant documents from Couchbase
    2. Agent processing: Uses CrewAI agents to analyze and format the response
    
    The function measures performance and displays detailed outputs from each step.
    """
    print(f"\nQuery: {query}")
    print("-" * 80)
    
    # Create tasks
    research_task = Task(
        description=f"Research and analyze information relevant to: {query}",
        agent=researcher,
        expected_output="A detailed analysis with key findings and supporting evidence"
    )
    
    writing_task = Task(
        description="Create a comprehensive and well-structured response",
        agent=writer,
        expected_output="A clear, comprehensive response that answers the query",
        context=[research_task]
    )
    
    # Create and execute crew
    crew = Crew(
        agents=[researcher, writer],
        tasks=[research_task, writing_task],
        process=Process.sequential,
        verbose=True,
        cache=True,
        planning=True
    )
    
    try:
        start_time = time.time()
        result = crew.kickoff()
        elapsed_time = time.time() - start_time
        
        print(f"\nQuery completed in {elapsed_time:.2f} seconds")
        print("=" * 80)
        print("RESPONSE")
        print("=" * 80)
        print(result)
        
        if hasattr(result, 'tasks_output'):
            print("\n" + "=" * 80)
            print("DETAILED TASK OUTPUTS")
            print("=" * 80)
            for task_output in result.tasks_output:
                print(f"\nTask: {task_output.description[:100]}...")
                print("-" * 40)
                print(f"Output: {task_output.raw}")
                print("-" * 40)
    except Exception as e:
        print(f"Error executing crew: {str(e)}")
        logging.error(f"Crew execution failed: {str(e)}", exc_info=True)

# Disable logging before running the query
logging.disable(logging.CRITICAL)

query = "What are the key details about the FA Cup third round draw? Include information about Manchester United vs Arsenal, Tamworth vs Tottenham, and other notable fixtures."
process_query(query, researcher, writer)

Query: What are the key details about the FA Cup third round draw? Include information about Manchester United vs Arsenal, Tamworth vs Tottenham, and other notable fixtures.
--------------------------------------------------------------------------------

[2025-05-25 02:58:12][INFO]: Planning the crew execution

# Agent: Research Expert
## Task: Research and analyze information relevant to: What are the key details about the FA Cup third round draw? Include information about Manchester United vs Arsenal, Tamworth vs Tottenham, and other notable fixtures.1. The Research Expert will begin by defining the scope of research by identifying key aspects related to the FA Cup third round draw, including historical context, significance of the matches, and team statistics. 
2. The expert will formulate a specific query string that encapsulates the required information, focusing on Manchester United vs Arsenal, Tamworth vs Tottenham, and other relevant fixtures. 
3. Using the 'vector_search' tool, the expert will input the generated query string to initiate a search for relevant documents containing current and historical information regarding the FA Cup third round draw. 
4. The expert will analyze the retrieved documents, identifying key details such as match venue, date, historical performances, and recent form of each team involved. 
5. Key findings will be noted meticulously, ensuring each match's context is articulated accurately, particularly emphasizing the implications of the fixtures for the teams involved. 
6. The research will conclude with a summary of findings for each identified match, ensuring all relevant insights are captured for later stages.

# Agent: Research Expert
## Thought: Thought: I need to gather detailed information about the FA Cup third round draw, focusing on the matches Manchester United vs Arsenal, Tamworth vs Tottenham, and other notable fixtures. I will use the vector_search tool to find relevant documents that provide insights into these matches, including historical context, significance, and team statistics.
## Using tool: vector_search
## Tool Input: 
"{\"query\": \"FA Cup third round draw 2023 Manchester United vs Arsenal Tamworth vs Tottenham notable fixtures\"}"
## Tool Output: 
Document 1:
----------------------------------------
Holders Manchester United have been drawn away to record 14-time winners Arsenal in the FA Cup third round.

Premier League leaders Liverpool will host League Two Accrington Stanley, while Manchester City welcome 'Class of 92'-owned Salford City.

Tamworth, one of only two non-league clubs remaining in the competition, are at home to Tottenham.

The third-round ties will be played over the weekend of Saturday, 11 January.

The third round is when the 44 Premier League and Championship clubs enter the competition, joining the 20 lower-league and non-league clubs who made it through last weekend's second-round ties.

There were audible groans from the watching supporters inside Old Trafford as Manchester United, who beat rivals Manchester City to lift the trophy for a 13th time in May, were confirmed as Arsenal's opponents.

Tamworth, the lowest-ranked team remaining in the cup, will host Ange Postecoglou's Spurs as reward for their penalty shootout win against League One side Burton Albion, while fellow National League outfit Dagenham & Redbridge will go to Championship Millwall.

Everton full-back Ashley Young, 39, could face his 18-year-old son Tyler after the Toffees drew Peterborough at home.

"Wow...dreams might come true," posted former England international Young on X.

Elsewhere, Chelsea host League Two's bottom club Morecambe, whose fellow fourth-tier strugglers Bromley travel to face Newcastle United at St James' Park.

Document 2:
----------------------------------------
Adam Idah won last season's Scottish Cup for Celtic with a last-gasp goal against Rangers at Hampden in May

Holders Celtic will host Kilmarnock in the fourth round of the Scottish Cup, while Rangers welcome Highland League side Fraserburgh to Ibrox. There will be a Dundee derby at Dens Park, St Johnstone take on Motherwell in Perth and Aberdeen make the short trip to Elgin City. Hibernian will be at home against Clydebank, currently unbeaten in the West of Scotland Football League, and Hearts visit Highland League leaders Brechin City. Championship pace-setters Falkirk won 3-1 at East Kilbride on Monday evening and will meet league rivals Raith Rovers next. Musselburgh Athletic of the East of Scotland Premier Division go to Hamilton Accies and Lowland League representatives Broxburn Athletic have a home tie with Ayr United. The fourth-round matches will be played on the weekend of 18-19 January.

Former Scotland forward Steven Naismith, who won the trophy with Rangers in 2009, conducted the draw at East Kilbride's K-Park

Fraserburgh manager says the prospect of facing Rangers is "a bit surreal". "It's something many, many at our level only dream of," Cowie told BBC Radio Scotland's Good Morning Scotland. "We've got quite a few in the club who are Rangers supporters, so for them it truly is a dream come true, but we're just humbled to have been given this opportunity. Like I said, just to be in the draw, but to pull out a tie such as that one it's going to be incredible. "It'll be rewarding in so many ways, obviously financially, it'll be great for a club and give us a boost during these difficult times, but also in terms of memories, this tie will create for players, supporters and the like. It's truly got to be a great occasion for the club." With almost seven weeks to go until the trip to Ibrox, Cowie says Fraserburgh will "have to try and keep a lid on it" with Highland League and Aberdeenshire Shield games to come first. "The Rangers game is a bit away yet, we've got some league games and cup games that we want to do well in beforehand," he added. "We haven't been together since, so there will be a bit of excitement, but we've got a good group, so hopefully we'll manage to focus on tonight's game [against Keith] and put the Rangers game to the side slightly."

Document 3:
----------------------------------------
Man Utd are better with Rashford - Amorim

This video can not be played To play this video you need to enable JavaScript in your browser. I just want to help Marcus - Amorim on Rashford

Manchester United manager Ruben Amorim says the club are "better" with Marcus Rashford after the forward suggested he could leave Old Trafford. The England international, 27, said on Tuesday that he was "ready for a new challenge and the next steps" in his career. It came two days after Rashford was dropped for United's derby win against Manchester City at Etihad Stadium. Rashford's last Premier League start came in a 4-0 win against Everton on 1 December, when he scored twice. Amorim suggested the club want the striker - who came through United's youth ranks - to stay, saying: "I don't talk about the future, we talk about the present. "This kind of club needs big talent and he's a big talent, so he just needs to perform at the highest level and that is my focus. I just want to help Marcus." Asked about Rashford's desire for a "new challenge", Amorim said: "I think it's right. We have here a new challenge, it's a tough one. "For me it's the biggest challenge in football because we are in a difficult situation and I already said this is one of the biggest clubs in the world. "I really hope all my players are ready for this new challenge." Amorim added the club will "try different things" to help Rashford find the "best levels he has shown in the past". "Nothing has changed - we believe in Marcus," said Amorim. "It's hard to explain to you guys what I am going to do. I'm a little bit emotional so in the moment I will decide what to do. "It's a hard situation to comment [on]. If I give a lot of importance it will have big headlines in the papers and if I say it's not a problem then my standards are getting low." Asked if he, when he was a player, would do an interview or speak privately, Amorim said: "If this was me probably I would speak with the manager."

Manchester United face Tottenham in the quarter-finals of the Carabao Cup on Thursday (20:00 GMT). Amorim refused to confirm whether Rashford or winger Alejandro Garnacho - who was also left out of the squad to face Manchester City - would feature against Spurs. However, Rashford was not pictured travelling with the team when they left for London, but Garnacho was. Asked how Garnacho has reacted to being left out, Amorim said: "Really good - he trained really well. He seems a little bit upset with me and that's perfect. "I was really, really happy because I would do the same. He's ready for this game." One player that will not be available is midfielder Mason Mount, who went off in the 14th minute of Sunday's win. Amorim said his injury was still being assessed and Mount was "really sad" in the dressing room, adding "we need to help him".
• None What happens now with Man Utd and Rashford?

Marcus Rashford has started three of Manchester United's seven matches since Ruben Amorim was appointed

Rashford has scored 138 goals in 426 appearances for United since his debut in 2016. His most prolific season was 2022-23, when he scored 30 times in 56 games in all competitions and was rewarded with a new five-year deal. Rashford's goals in that campaign account for more than one-fifth (21.7%) of his total tally across nine and a half seasons at Old Trafford. However, he has struggled for form in the past 18 months, with 15 goals in his past 67 appearances. The forward's shot conversion rate was 11.9% in the 2021-22 season, when he scored five goals in 32 matches. That rate increased to 18% the following season when he scored 30 times, but fell to just 9.4% last term - the worst rate of his career across a whole campaign - as he netted eight times in 43 matches. Since 2019-20, United have won 52.7% of their matches in all competitions with Rashford in the starting line-up (107 wins from 203 games), compared to 54.2% without (58 from 107).

If Manchester United offered guidance to avoid creating even more turmoil around an already delicate situation, Ruben Amorim has followed it. We already know enough of Amorim to know he will not hold back just for the sake of it, but this is a case where actions will speak louder than words. Amorim says he wants "big talent" Rashford to stay. But also that players have to meet his standards. He says Rashford - and Alejandro Garnacho - will be assessed for selection on their training-ground performances. It is fair to assume therefore that if neither reaches the required standard, they will not travel to London for the EFL Cup tie at Tottenham - even if Rashford has shaken off the illness that prevented him from training on Monday. After Tottenham, United have Premier League games against Bournemouth, Wolves and Newcastle. We will know soon enough where Rashford fits in Amorim's plans. If he fails to reach the standards his new boss demands, the 27-year-old will not feature.

Document 4:
----------------------------------------
Leny Yoro signed for Manchester United from Lille for £52m in the summer

Leny Yoro could make his Manchester United debut against Arsenal on Wednesday, with head coach Ruben Amorim saying he is "excited" to see the "special talent" in action for the club. United signed Yoro from Lille for £52m in the summer, but the Frenchman underwent surgery on a foot injury suffered during pre-season in the United States, coincidentally in a friendly against Arsenal. The 19-year-old has not featured since, but returned to training in October and is in line to make his first competitive appearance in the Premier League at Emirates Stadium (kick-off 20:15 GMT). "Maybe Leny Yoro is going be in the squad," Amorim said in his pre-match news conference. "I feel he is in a good moment now, his fitness is better." Yoro had been linked with Real Madrid, Paris St-Germain and Liverpool before signing for United in July, with the club's sporting director Dan Ashworth describing the centre-back as "one of the most exciting young defenders in world football". Amorim said: "He is a special talent, we have to be careful in the first moment. We didn't have too many training [sessions] together. He has been training with a small group of players. "He is really fast, a modern defender. He will be good when we want to press high and you leave a lot of strikers in this league one against one, he can manage that. He is very good with the ball so I am very excited. "We have to be careful, we have to manage the load and minute in the beginning but I am really excited to see Leny Yoro playing."

United are unbeaten in three games since Amorim took charge, thrashing Everton 4-0 on Sunday, but said Arsenal are "by far" the biggest challenge he has faced in the job so far. Red Devils supporters seem to already be building a rapport with their new Portuguese boss, serenading him with chants that echoed around Old Trafford. “I don't like my chant," Amorim told BBC Sport when asked about the connection with the fans. "I don't feel embarrassed - but I am the coach, they have to chant for the players. It is not a good thing for me, "I understand and appreciate the connection with the supporters but I want them to support the team and the players because they are on the pitch, I am outside. "I am really honoured and I feel a connection with the supporters but we know we need results to maintain that."

# Agent: Research Expert
## Final Answer: 
Document 1:
----------------------------------------
Holders Manchester United have been drawn away to record 14-time winners Arsenal in the FA Cup third round.

Premier League leaders Liverpool will host League Two Accrington Stanley, while Manchester City welcome 'Class of 92'-owned Salford City.

Tamworth, one of only two non-league clubs remaining in the competition, are at home to Tottenham.

The third-round ties will be played over the weekend of Saturday, 11 January.

The third round is when the 44 Premier League and Championship clubs enter the competition, joining the 20 lower-league and non-league clubs who made it through last weekend's second-round ties.

There were audible groans from the watching supporters inside Old Trafford as Manchester United, who beat rivals Manchester City to lift the trophy for a 13th time in May, were confirmed as Arsenal's opponents.

Tamworth, the lowest-ranked team remaining in the cup, will host Ange Postecoglou's Spurs as reward for their penalty shootout win against League One side Burton Albion, while fellow National League outfit Dagenham & Redbridge will go to Championship Millwall.

Everton full-back Ashley Young, 39, could face his 18-year-old son Tyler after the Toffees drew Peterborough at home.

"Wow...dreams might come true," posted former England international Young on X.

Elsewhere, Chelsea host League Two's bottom club Morecambe, whose fellow fourth-tier strugglers Bromley travel to face Newcastle United at St James' Park.

# Agent: Technical Writer
## Task: Create a comprehensive and well-structured response1. The Technical Writer will begin by reviewing the key findings and detailed analysis provided by the Research Expert. 
2. The writer will outline the structure of the response, ensuring that it flows logically and covers all necessary topics. This may include sections for an introduction, match summaries, and conclusion. 
3. Each section will be filled with clear, concise information while ensuring technical accuracy and relevance to the query. 
4. The writer will ensure that the language used is appropriate for the audience, aiming to make complex information accessible. 
5. After drafting the response, the writer will review and refine the content for clarity, coherence, and completeness. 
6. Finally, the writer will verify that all key points regarding Manchester United vs Arsenal, Tamworth vs Tottenham, and notable fixtures are articulated clearly, providing comprehensive insights within the context of the FA Cup third round draw.


# Agent: Technical Writer
## Final Answer: 
**FA Cup Third Round Draw: Comprehensive Overview**

**Introduction**

The FA Cup third round draw has set the stage for an exciting series of matches, with notable fixtures featuring both top-tier and lower-league clubs. This stage marks the entry of the 44 Premier League and Championship clubs into the competition, joining 20 lower-league and non-league clubs that have successfully navigated the second round. The matches are scheduled to take place over the weekend of Saturday, 11 January.

**Key Match Summaries**

1. **Manchester United vs Arsenal**
   - Holders Manchester United, who recently celebrated their 13th FA Cup victory, have been drawn away to face Arsenal, the record 14-time winners. This fixture promises to be a thrilling encounter, as both teams have a rich history in the competition. The draw was met with audible groans from supporters at Old Trafford, highlighting the challenge that lies ahead for United.

2. **Tamworth vs Tottenham**
   - Tamworth, one of only two non-league clubs remaining in the competition, will host Premier League side Tottenham Hotspur. This match is particularly significant for Tamworth, the lowest-ranked team still in the cup, as they earned their spot by defeating League One side Burton Albion in a dramatic penalty shootout. Hosting a top-tier team like Spurs is a remarkable achievement and a testament to their determination and skill.

3. **Other Notable Fixtures**
   - Premier League leaders Liverpool will host League Two's Accrington Stanley, while Manchester City will welcome Salford City, owned by the 'Class of 92'. These matches highlight the diverse range of clubs participating in the third round.
   - Everton's draw against Peterborough presents a unique scenario where Everton full-back Ashley Young, 39, could potentially face his 18-year-old son Tyler, adding a personal narrative to the fixture.
   - Chelsea will play against Morecambe, the bottom club of League Two, and Newcastle United will face Bromley, another fourth-tier team, at St James' Park.

**Conclusion**

The FA Cup third round draw has set up a series of intriguing matches that blend the excitement of top-tier clashes with the charm of underdog stories. With Manchester United facing Arsenal and Tamworth hosting Tottenham, fans can look forward to a weekend filled with high-stakes football and potential upsets. This stage of the competition continues to embody the spirit of the FA Cup, where dreams can become reality, and every team has a chance to shine on the national stage.

Query completed in 20.01 seconds
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RESPONSE
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**FA Cup Third Round Draw: Comprehensive Overview**

**Introduction**

The FA Cup third round draw has set the stage for an exciting series of matches, with notable fixtures featuring both top-tier and lower-league clubs. This stage marks the entry of the 44 Premier League and Championship clubs into the competition, joining 20 lower-league and non-league clubs that have successfully navigated the second round. The matches are scheduled to take place over the weekend of Saturday, 11 January.

**Key Match Summaries**

1. **Manchester United vs Arsenal**
   - Holders Manchester United, who recently celebrated their 13th FA Cup victory, have been drawn away to face Arsenal, the record 14-time winners. This fixture promises to be a thrilling encounter, as both teams have a rich history in the competition. The draw was met with audible groans from supporters at Old Trafford, highlighting the challenge that lies ahead for United.

2. **Tamworth vs Tottenham**
   - Tamworth, one of only two non-league clubs remaining in the competition, will host Premier League side Tottenham Hotspur. This match is particularly significant for Tamworth, the lowest-ranked team still in the cup, as they earned their spot by defeating League One side Burton Albion in a dramatic penalty shootout. Hosting a top-tier team like Spurs is a remarkable achievement and a testament to their determination and skill.

3. **Other Notable Fixtures**
   - Premier League leaders Liverpool will host League Two's Accrington Stanley, while Manchester City will welcome Salford City, owned by the 'Class of 92'. These matches highlight the diverse range of clubs participating in the third round.
   - Everton's draw against Peterborough presents a unique scenario where Everton full-back Ashley Young, 39, could potentially face his 18-year-old son Tyler, adding a personal narrative to the fixture.
   - Chelsea will play against Morecambe, the bottom club of League Two, and Newcastle United will face Bromley, another fourth-tier team, at St James' Park.

**Conclusion**

The FA Cup third round draw has set up a series of intriguing matches that blend the excitement of top-tier clashes with the charm of underdog stories. With Manchester United facing Arsenal and Tamworth hosting Tottenham, fans can look forward to a weekend filled with high-stakes football and potential upsets. This stage of the competition continues to embody the spirit of the FA Cup, where dreams can become reality, and every team has a chance to shine on the national stage.

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DETAILED TASK OUTPUTS
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Task: Research and analyze information relevant to: What are the key details about the FA Cup third round ...
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Output: Document 1:
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Holders Manchester United have been drawn away to record 14-time winners Arsenal in the FA Cup third round.

Premier League leaders Liverpool will host League Two Accrington Stanley, while Manchester City welcome 'Class of 92'-owned Salford City.

Tamworth, one of only two non-league clubs remaining in the competition, are at home to Tottenham.

The third-round ties will be played over the weekend of Saturday, 11 January.

The third round is when the 44 Premier League and Championship clubs enter the competition, joining the 20 lower-league and non-league clubs who made it through last weekend's second-round ties.

There were audible groans from the watching supporters inside Old Trafford as Manchester United, who beat rivals Manchester City to lift the trophy for a 13th time in May, were confirmed as Arsenal's opponents.

Tamworth, the lowest-ranked team remaining in the cup, will host Ange Postecoglou's Spurs as reward for their penalty shootout win against League One side Burton Albion, while fellow National League outfit Dagenham & Redbridge will go to Championship Millwall.

Everton full-back Ashley Young, 39, could face his 18-year-old son Tyler after the Toffees drew Peterborough at home.

"Wow...dreams might come true," posted former England international Young on X.

Elsewhere, Chelsea host League Two's bottom club Morecambe, whose fellow fourth-tier strugglers Bromley travel to face Newcastle United at St James' Park.
----------------------------------------

Task: Create a comprehensive and well-structured response1. The Technical Writer will begin by reviewing t...
----------------------------------------
Output: **FA Cup Third Round Draw: Comprehensive Overview**

**Introduction**

The FA Cup third round draw has set the stage for an exciting series of matches, with notable fixtures featuring both top-tier and lower-league clubs. This stage marks the entry of the 44 Premier League and Championship clubs into the competition, joining 20 lower-league and non-league clubs that have successfully navigated the second round. The matches are scheduled to take place over the weekend of Saturday, 11 January.

**Key Match Summaries**

1. **Manchester United vs Arsenal**
   - Holders Manchester United, who recently celebrated their 13th FA Cup victory, have been drawn away to face Arsenal, the record 14-time winners. This fixture promises to be a thrilling encounter, as both teams have a rich history in the competition. The draw was met with audible groans from supporters at Old Trafford, highlighting the challenge that lies ahead for United.

2. **Tamworth vs Tottenham**
   - Tamworth, one of only two non-league clubs remaining in the competition, will host Premier League side Tottenham Hotspur. This match is particularly significant for Tamworth, the lowest-ranked team still in the cup, as they earned their spot by defeating League One side Burton Albion in a dramatic penalty shootout. Hosting a top-tier team like Spurs is a remarkable achievement and a testament to their determination and skill.

3. **Other Notable Fixtures**
   - Premier League leaders Liverpool will host League Two's Accrington Stanley, while Manchester City will welcome Salford City, owned by the 'Class of 92'. These matches highlight the diverse range of clubs participating in the third round.
   - Everton's draw against Peterborough presents a unique scenario where Everton full-back Ashley Young, 39, could potentially face his 18-year-old son Tyler, adding a personal narrative to the fixture.
   - Chelsea will play against Morecambe, the bottom club of League Two, and Newcastle United will face Bromley, another fourth-tier team, at St James' Park.

**Conclusion**

The FA Cup third round draw has set up a series of intriguing matches that blend the excitement of top-tier clashes with the charm of underdog stories. With Manchester United facing Arsenal and Tamworth hosting Tottenham, fans can look forward to a weekend filled with high-stakes football and potential upsets. This stage of the competition continues to embody the spirit of the FA Cup, where dreams can become reality, and every team has a chance to shine on the national stage.
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