Using crewai framework, I am running a couple of tasks by a single secretary agent which should be executed by looking up the internet.

I am trying to use SerperDevTool and WebsiteSearchTool but my outputs still get “latest date” as of cut date of the LLM model.

So these are my tasks:

lecture_task:
  description: >
    Conduct a thorough list of advises for {company} CEO on strategy, and suggested daily public actions or practices.
    Focus on the most relevant information and the CEO zodiac sign.
  expected_output: >
    A list with 3 current possible mood and feelings of the CEO, and 5 advises for the CEO.
  agent: astrologist

profile_task:
  description: >
    Look up the {company} CEO date of birth and given that the zodiac sign.
    Research latest events and news relevant to the CEO in particular, focus on the public image.
  expected_output: >
    CEO date of birth and zodiac sign and a concise list his or her recent relevant actions or epics.
  agent: secretary

reporting_task:
  description: >
    Look up for recent news of the week about {company} and stock market day status, look up in the internet for news.
  expected_output: >
    A concise report indicating today's date and a list of latest 3-5 main events from the news about {company} indicating the exact date for each.
    The price of the stock during last 3 days.
  agent: secretary

I am noticing 2 issues:

• The zodiac of Andy Jassy is not always Capricorn, sometimes for some weird reason is reported as Leo/Scorpio etc
• The stock price and news get reported as “random yada yada” and the price gets listed as we’re in October 2023

This is my crew.py file:

from crewai import Agent, Crew, Process, Task, LLM
from crewai.project import CrewBase, agent, crew, task
from crewai_tools import SerperDevTool, WebsiteSearchTool

# If you want to run a snippet of code before or after the crew starts, 
# you can use the @before_kickoff and @after_kickoff decorators
# https://docs.crewai.com/concepts/crews#example-crew-class-with-decorators

@CrewBase
class FourthTransformation():
    """FourthTransformation crew"""

    # Learn more about YAML configuration files here:
    # Agents: https://docs.crewai.com/concepts/agents#yaml-configuration-recommended
    # Tasks: https://docs.crewai.com/concepts/tasks#yaml-configuration-recommended
    agents_config = 'config/agents.yaml'
    tasks_config = 'config/tasks.yaml'

    # If you would like to add tools to your agents, you can learn more about it here:
    # https://docs.crewai.com/concepts/agents#agent-tools
    @agent
    def astrologist(self) -> Agent:
        return Agent(
            config=self.agents_config['astrologist'],
            verbose=True,
        )

    @agent
    def secretary(self) -> Agent:
        return Agent(
            config=self.agents_config['secretary'],
            verbose=True,
        )

    # To learn more about structured task outputs, 
    # task dependencies, and task callbacks, check out the documentation:
    # https://docs.crewai.com/concepts/tasks#overview-of-a-task
    @task
    def profile_task(self) -> Task:
        return Task(
            config=self.tasks_config['profile_task'],
            tools=[SerperDevTool()]
        )

    @task
    def reporting_task(self) -> Task:
        return Task(
            config=self.tasks_config['reporting_task'],
            tools=[SerperDevTool(), WebsiteSearchTool()],
            output_file='report.md'
        )

    @task
    def lecture_task(self) -> Task:
        return Task(
            config=self.tasks_config['lecture_task'],
            output_file='lecture.md',
            context=[self.profile_task(), self.reporting_task()]
        )

    @crew
    def crew(self) -> Crew:
        """Creates the FourthTransformation crew"""
        # To learn how to add knowledge sources to your crew, check out the documentation:
        # https://docs.crewai.com/concepts/knowledge#what-is-knowledge

        return Crew(
            agents=self.agents, # Automatically created by the @agent decorator
            tasks=self.tasks, # Automatically created by the @task decorator
            process=Process.hierarchical,
            verbose=True,
            execution_logs=True
            # process=Process.hierarchical, # In case you wanna use that instead https://docs.crewai.com/how-to/Hierarchical/
        )