Update app.py

app.py

@@ -8,7 +8,68 @@ import os
 from crewai import Agent,Task,Crew,Process
 import google.generativeai as genai
 from langchain_google_genai import ChatGoogleGenerativeAI
+GOOGLE_API_KEY = os.getenv("GOOGLE_API_KEY")
 llm=ChatGoogleGenerativeAI(model="gemini-pro",
                            verbose = True,
                            temperature = 0.2,
-                           google_api_key=userdata.get('GOOGLE_API_KEY'))
+                           google_api_key=GOOGLE_API_KEY)
+researcher = Agent(
+  role='Senior AI Researcher',
+   goal='Uncover groundbreaking technologies in field of AI Agents and their different frameworks and AGI',
+  verbose=False,
+  backstory=(
+    "Driven by curiosity, you're at the forefront of AI Agents and AGI and the"
+    "innovation, eager to explore and share knowledge that could change"
+    "the world."
+    "You are extremly curious of AI agent building and want to explore"
+    "the research done in Agent buiding and frameworks available like  AutoGen and CrewAI."
+  ),
+  tools=[search],
+  allow_delegation=False,
+  llm = llm
+)
+# Creating a writer agent with custom tools and delegation capability
+writer = Agent(
+  role='Research Paper writer and AI influencer blog writer',
+  goal='Narrate compelling frameworks and  latest updates about AI Agents and the research and their different frameworks and AGI',
+  verbose=True,
+  backstory=(
+    "With a flair for simplifying complex topics, you craft"
+    "engaging narratives that captivate and educate, bringing new"
+    "discoveries to light in an accessible manner."
+  ),
+  tools=[search],
+  allow_delegation=True,
+  llm = llm)
+# Research task
+research_task = Task(
+  description=(
+    "Focus on identifying frameworks in Agents and how can we use them in building gen ai powered apps."
+    "Your final report should clearly articulate the key points like top options available with links to access them,"
+    "its learning opportunities, and free research papers with links."
+    "Use limkenin posts, research paper websites and google searches to identify the required information."
+  ),
+  expected_output='A comprehensive 3 paragraphs long report on the latest Agents trends and frameworks and research paper links.',
+  tools=[search],
+  agent=researcher,
+)
+# Writing task with language model configuration
+write_task = Task(
+  description=(
+    "Compose an insightful article on AI Agents and the research and their different frameworks and AGI."
+    "Focus on the latest AI agents and the frameworks and how it can be used to build ai apps."
+    "This article should be easy to understand, engaging, and positive."
+    "It should include points with links to access the resources."
+  ),
+  expected_output='A  short article on AI Agents and the research and their different frameworks and AGI advancements formatted as markdown.Try to include a research paper name.',
+  tools=[search],
+  agent=writer
+)
+# Forming the tech-focused crew with some enhanced configurations
+crew = Crew(
+  agents=[researcher, writer],
+  tasks=[research_task, write_task],
+  process=Process.sequential # Optional: Sequential task execution is default
+
+)
+results=crew.kickoff()