initial commit

.gitignore

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+# environment variables
+.env
+
+#Cache folders
+__pycache__/

app.py

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+import os 
+from crewai import Agent, Task, Crew, Process 
+from crewai_tools import SerperDevTool 
+from langchain_openai import ChatOpenAI 
+from dotenv import load_dotenv
+load_dotenv()
+
+search_tool = SerperDevTool()
+
+# Define agents with roles and goals 
+researcher = Agent(
+    role = "Senior Research Assistant",
+    goal = "Look up the latest Advancements in AI Agents",
+    backstory = """
+    You work at a leading tech think tank.
+    Your expertise lies in searching Google for AI Agent frameworks. 
+    You have a knack for dissecting complex data and presenting actionable insights. 
+    """,
+    verbose = True,
+    allow_delegation = False,
+    tools=[search_tool],
+    llm=ChatOpenAI(model_name="gpt-3.5-turbo-0125", temperature=0.2)
+)
+
+writer = Agent(
+    role = "Professional Short-Article Writer",
+    goal = "Summarise the latest advancement in AI agents in a concise artcle",
+    backstory = """
+    You are a renowned Content Strategist, known for your insightful and engaging articles.
+    You transform complex concepts into compelling narratives.
+    """,
+    verbose = True,
+    allow_delegation = True,
+    llm=ChatOpenAI(model_name="gpt-3.5-turbo-0125", temperature=0.7)
+)
+
+# Create tasks for the agents
+research = Task(
+    description="""
+    Conduct a comprehensive analysis of the latest advancements in AI Agents in April of 2024.
+    Identify key trends, breakthrough technologies, and potential industry impacts. 
+    """,
+    expected_output="Full analysis in bullet points",
+    agent=researcher
+)
+
+write = Task(
+    description="""
+    Using the insights provided, write a short article that highlights the most significat AI Agent advancements.
+    Your post should be informative yet accessible, catering to a tech-savvy audience.
+    Make it sound cool, avoid complex words so it doesn't sound like AI.
+    """,
+    expected_output="Full blog post of at least 3 paragraphs",
+    agent=writer
+)
+
+# Instantiate your crew with a sequential process
+crew = Crew(
+    agents=[researcher,writer],
+    tasks=[research,write],
+    verbose=1
+)
+
+result = crew.kickoff()
+
+print("####")
+print(result)

output.txt

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+[DEBUG]: == Working Agent: Senior Research Assistant
+
+> Entering new CrewAgentExecutor chain...
+I need to start by searching for the latest advancements in AI Agents in May 2024 to conduct a comprehensive analysis.
+
+Action: Search the internet
+Action Input: {"search_query": "latest advancements in AI Agents May 2024"}
+
+Search results: Title: Agents of Change: Navigating the Rise of AI Agents in 2024
+Link: https://dev.to/get_pieces/agents-of-change-navigating-the-rise-of-ai-agents-in-2024-143a
+Snippet: In recent weeks, Google has unveiled significant advancements in AI development with the introduction of Google AI Studio and Vertex AI. These ...
+---
+Title: How 2024 Will Be A.I.'s 'Leap Forward' - The New York Times
+Link: https://www.nytimes.com/2024/01/08/technology/ai-robots-chatbots-2024.html
+Snippet: A.I. is set to advance at a rapid rate, becoming more powerful and spreading into the physical world.
+---
+Title: AI agents may improve underwriting process, close talent gaps
+Link: https://www.propertycasualty360.com/2024/03/29/ai-agents-may-improve-underwriting-process-close-talent-gaps/
+Snippet: Underwriters train AI agents to think like them, teaching the software to perform menial tasks, then larger projects.
+---
+Title: Latest Trends in Agentic AI (AI Agents) | by Slava Kurilyak | Produvia
+Link: https://medium.com/produvia/latest-trends-in-agentic-ai-ai-agents-2ab60d37fdb4
+Snippet: Another trend in agentic AI is the advancement of multimedia capabilities, particularly in video generation. The HAI highlights the hope for ...
+---
+Title: The explosion of AI Agents in 2024-2026 - LinkedIn
+Link: https://www.linkedin.com/pulse/explosion-ai-agents-2024-2026-frank-frisby-mfgle
+Snippet: While this timeline might seem ambitious, the rapid advancements in AI over the past few years suggest that such progress is not only possible ...
+---
+Title: The power of AI agents in 2024: Transforming our world
+Link: https://digileaders.com/the-power-of-ai-agents-in-2024-transforming-our-world/
+Snippet: Summary. In 2024, AI Agents are proving to be more than just digital assistants; they are catalysts for transformative change across industries ...
+---
+Title: Top 5 AI Trends to Watch in 2024 - TechRepublic
+Link: https://www.techrepublic.com/article/top-ai-trends/
+Snippet: Generative AI is finding its niches within business in 2024, with multimodal models providing new capabilities. At the same time, artists glaze ...
+---
+Title: 10 top AI and machine learning trends for 2024 | TechTarget
+Link: https://www.techtarget.com/searchenterpriseai/tip/9-top-AI-and-machine-learning-trends
+Snippet: Discover the top 10 machine learning and AI trends for 2024 that are shaping technology and business, including multimodal, open source and ...
+---
+Title: A Look at the Key Trends in Artificial Intelligence for 2024
+Link: https://softwaremind.com/blog/a-look-at-the-key-trends-in-artificial-intelligence-for-2024/
+Snippet: With the next phase of the AI evolution resonating over various industries, let's look at the pivotal trends in AI worth following in 2024.
+---
+
+Final Answer:
+
+- Google has introduced significant advancements in AI development with the launch of Google AI Studio and Vertex AI.
+- AI is expected to advance rapidly, becoming more powerful and expanding into the physical world.
+- AI agents are being utilized to improve the underwriting process and bridge talent gaps in various industries.
+- Agentic AI is seeing advancements in multimedia capabilities, particularly in video generation.
+- The year 2024 is witnessing an explosion of AI agents, with rapid advancements suggesting significant progress.
+- AI agents are not just digital assistants but catalysts for transformative change across industries.
+- Generative AI and multimodal models are gaining traction in businesses in 2024.
+- The top 10 machine learning and AI trends for 2024 include multimodal, open source, and other key technologies.
+- Various industries are experiencing pivotal AI trends that are shaping technology and business in 2024.
+
+> Finished chain.
+ [DEBUG]: == [Senior Research Assistant] Task output: - Google has introduced significant advancements in AI development with the launch of Google AI Studio and Vertex AI.
+- AI is expected to advance rapidly, becoming more powerful and expanding into the physical world.
+- AI agents are being utilized to improve the underwriting process and bridge talent gaps in various industries.
+- Agentic AI is seeing advancements in multimedia capabilities, particularly in video generation.
+- The year 2024 is witnessing an explosion of AI agents, with rapid advancements suggesting significant progress.
+- AI agents are not just digital assistants but catalysts for transformative change across industries.
+- Generative AI and multimodal models are gaining traction in businesses in 2024.
+- The top 10 machine learning and AI trends for 2024 include multimodal, open source, and other key technologies.
+- Various industries are experiencing pivotal AI trends that are shaping technology and business in 2024.
+
+[DEBUG]: == Working Agent: Professional Short-Article Writer
+
+> Entering new CrewAgentExecutor chain...
+I need to gather all the necessary information about the latest AI agent advancements to craft a compelling article for my tech-savvy audience.
+
+Action: Delegate work to co-worker
+Action Input: {"coworker": "Senior Research Assistant", "task": "Research the latest advancements in AI agents and provide detailed information", "context": "I need detailed insights on the most significant advancements in AI agents, including any recent developments, trends, and applications in various industries."}
+
+> Entering new CrewAgentExecutor chain...
+I need to search the internet for the latest advancements in AI agents to provide detailed insights to my coworker.
+
+Action: Search the internet
+Action Input: {"search_query": "latest advancements in AI agents"}
+
+Search results: Title: AI Ascent 2024: Pioneering the Future of AI Agent Workflows and ...
+Link: https://agentlayer.medium.com/ai-ascent-2024-pioneering-the-future-of-ai-agent-workflows-and-forecasting-ai-development-trends-93d1bf75f921
+Snippet: The event highlighted the current state and future directions of AI, emphasizing that AI brings three transformative abilities — creativity, ...
+---
+Title: The Dawn of AI Agents: Transforming Industries through Advanced ...
+Link: https://www.linkedin.com/pulse/dawn-ai-agents-transforming-industries-through-advanced-samuel-odeh-od3ae
+Snippet: The journey from traditional AI models to the sophisticated AI agents of today has been driven by significant advancements in machine learning ...
+---
+Title: AI Agents Assemble For The Automation Revolution - Forbes
+Link: https://www.forbes.com/sites/sylvainduranton/2023/12/07/ai-agents-assemble-for-the-automation-revolution/
+Snippet: The recent step-change in AI opens new avenues for the development of artificial intelligence agents, independent programs or pieces of ...
+---
+Title: Autonomous AI agents: A progress report | TechTarget
+Link: https://www.techtarget.com/searchenterpriseai/feature/Autonomous-AI-agents-A-progress-report
+Snippet: New advances in AI are bringing human-like intelligence and abilities to businesses. "We've watched AI evolve from performing singular tasks to ...
+---
+Title: The Rise of AI Agents and the Evolution of Innovation in AgentLayer
+Link: https://agentlayer.medium.com/the-rise-of-ai-agents-and-the-evolution-of-innovation-in-agentlayer-c1a2786e406a
+Snippet: With technology evolving rapidly, the development of AI Agents reflects diverse trends. Notably, Autonomous Agents and Generative Agents have ...
+---
+Title: AI Agents: The Next Era of Artificial Intelligence - LinkedIn
+Link: https://www.linkedin.com/pulse/ai-agents-next-era-artificial-intelligence-green-node-vv8nc
+Snippet: Drawing connections, it becomes evident that AI Agents represent a pivotal advancement in Generative AI, propelling us toward the coveted realm ...
+---
+Title: Forget Chatbots. AI Agents Are the Future - WIRED
+Link: https://www.wired.com/story/fast-forward-forget-chatbots-ai-agents-are-the-future/
+Snippet: The breakthroughs and innovations that we uncover lead to new ways of thinking, new connections, and new industries. More From WIRED.
+---
+Title: The Future is Here - How AI Agents Will Transform Work
+Link: https://promptengineering.org/the-rise-of-ai-agents-navigating-the-future-of-autonomous-software/
+Snippet: AI agents are transforming work across industries through advanced language models and automation. This article explores their capabilities, ...
+---
+Title: A Guide to AI Agents | Symbl.ai
+Link: https://symbl.ai/developers/blog/a-guide-to-ai-agents/
+Snippet: To finish, let us briefly explore a few of the likely advancements and trajectories of AI agents as we head into the future. Increased ...
+---
+
+Final Answer:
+
+Based on my research, here are some of the latest advancements in AI agents:
+
+1. AI Ascent 2024: Pioneering the Future of AI Agent Workflows and Forecasting AI Development Trends
+The event highlighted the current state and future directions of AI, emphasizing that AI brings three transformative abilities — creativity.
+
+2. The Dawn of AI Agents: Transforming Industries through Advanced Technology
+The journey from traditional AI models to the sophisticated AI agents of today has been driven by significant advancements in machine learning.
+
+3. AI Agents Assemble For The Automation Revolution - Forbes
+The recent step-change in AI opens new avenues for the development of artificial intelligence agents, independent programs or pieces of.
+
+4. Autonomous AI agents: A progress report | TechTarget
+New advances in AI are bringing human-like intelligence and abilities to businesses. "We've watched AI evolve from performing singular tasks to.
+
+5. The Rise of AI Agents and the Evolution of Innovation in AgentLayer
+With technology evolving rapidly, the development of AI Agents reflects diverse trends. Notably, Autonomous Agents and Generative Agents have.
+
+6. AI Agents: The Next Era of Artificial Intelligence - LinkedIn
+Drawing connections, it becomes evident that AI Agents represent a pivotal advancement in Generative AI, propelling us toward the coveted realm.
+
+7. Forget Chatbots. AI Agents Are the Future - WIRED
+The breakthroughs and innovations that we uncover lead to new ways of thinking, new connections, and new industries.
+
+8. The Future is Here - How AI Agents Will Transform Work
+AI agents are transforming work across industries through advanced language models and automation. This article explores their capabilities.
+
+9. A Guide to AI Agents | Symbl.ai
+To finish, let us briefly explore a few of the likely advancements and trajectories of AI agents as we head into the future. Increased.
+
+> Finished chain.
+
+Based on my research, here are some of the latest advancements in AI agents:
+
+1. AI Ascent 2024: Pioneering the Future of AI Agent Workflows and Forecasting AI Development Trends
+The event highlighted the current state and future directions of AI, emphasizing that AI brings three transformative abilities — creativity.
+
+2. The Dawn of AI Agents: Transforming Industries through Advanced Technology
+The journey from traditional AI models to the sophisticated AI agents of today has been driven by significant advancements in machine learning.
+
+3. AI Agents Assemble For The Automation Revolution - Forbes
+The recent step-change in AI opens new avenues for the development of artificial intelligence agents, independent programs or pieces of.
+
+4. Autonomous AI agents: A progress report | TechTarget
+New advances in AI are bringing human-like intelligence and abilities to businesses. "We've watched AI evolve from performing singular tasks to.
+
+5. The Rise of AI Agents and the Evolution of Innovation in AgentLayer
+With technology evolving rapidly, the development of AI Agents reflects diverse trends. Notably, Autonomous Agents and Generative Agents have.
+
+6. AI Agents: The Next Era of Artificial Intelligence - LinkedIn
+Drawing connections, it becomes evident that AI Agents represent a pivotal advancement in Generative AI, propelling us toward the coveted realm.
+
+7. Forget Chatbots. AI Agents Are the Future - WIRED
+The breakthroughs and innovations that we uncover lead to new ways of thinking, new connections, and new industries.
+
+8. The Future is Here - How AI Agents Will Transform Work
+AI agents are transforming work across industries through advanced language models and automation. This article explores their capabilities.
+
+9. A Guide to AI Agents | Symbl.ai
+To finish, let us briefly explore a few of the likely advancements and trajectories of AI agents as we head into the future. Increased.
+
+Final Answer: AI agents have become a driving force in the technological landscape, with advancements in machine learning and artificial 
+intelligence shaping the way industries operate. Google's introduction of Google AI Studio and Vertex AI has paved the way for
+significant developments in AI, propelling the field forward. The year 2024 is witnessing a surge in AI agents, with rapid progress 
+suggesting a future where these agents play a pivotal role in transforming industries. From multimedia capabilities to video generation, 
+AI agents are expanding their reach and capabilities, becoming catalysts for change across various sectors. The shift towards generative 
+AI and multimodal models is gaining traction in businesses, offering innovative solutions to complex problems. These advancements are 
+not just limited to digital assistants but are revolutionizing workflows and forecasting trends in AI development. As AI continues to 
+advance rapidly, the potential for AI agents to revolutionize industries and bridge talent gaps is becoming increasingly apparent. 
+The evolution of AI agents represents a significant leap forward in artificial intelligence, ushering in a new era of innovation and 
+transformative change. With the top 10 machine learning and AI trends for 2024 focusing on multimodal and open-source technologies, 
+the future looks promising for AI agents as they continue to shape technology and business landscapes.
+
+> Finished chain. 
+[DEBUG]: == [Professional Short-Article Writer] Task output: AI agents have become a driving force in the technological landscape, 
+with advancements in machine learning and artificial intelligence shaping the way industries operate. Google's introduction of Google 
+AI Studio and Vertex AI has paved the way for significant developments in AI, propelling the field forward. The year 2024 is witnessing 
+a surge in AI agents, with rapid progress suggesting a future where these agents play a pivotal role in transforming industries. 
+From multimedia capabilities to video generation, AI agents are expanding their reach and capabilities, becoming catalysts for change 
+across various sectors. The shift towards generative AI and multimodal models is gaining traction in businesses, offering innovative 
+solutions to complex problems. These advancements are not just limited to digital assistants but are revolutionizing workflows and 
+forecasting trends in AI development. As AI continues to advance rapidly, the potential for AI agents to revolutionize industries and 
+bridge talent gaps is becoming increasingly apparent. The evolution of AI agents represents a significant leap forward in artificial 
+intelligence, ushering in a new era of innovation and transformative change. With the top 10 machine learning and AI trends for 2024 
+focusing on multimodal and open-source technologies, the future looks promising for AI agents as they continue to shape technology and 
+business landscapes.
+
+#### 
+AI agents have become a driving force in the technological landscape, with advancements in machine learning and artificial intelligence 
+shaping the way industries operate. Google's introduction of Google AI Studio and Vertex AI has paved the way for significant 
+developments in AI, propelling the field forward. The year 2024 is witnessing a surge in AI agents, with rapid progress suggesting a 
+future where these agents play a pivotal role in transforming industries. From multimedia capabilities to video generation, AI agents 
+are expanding their reach and capabilities, becoming catalysts for change across various sectors. The shift towards generative AI and 
+multimodal models is gaining traction in businesses, offering innovative solutions to complex problems. These advancements are not just 
+limited to digital assistants but are revolutionizing workflows and forecasting trends in AI development. As AI continues to advance 
+rapidly, the potential for AI agents to revolutionize industries and bridge talent gaps is becoming increasingly apparent. 
+The evolution of AI agents represents a significant leap forward in artificial intelligence, ushering in a new era of innovation and 
+transformative change. With the top 10 machine learning and AI trends for 2024 focusing on multimodal and open-source technologies, 
+the future looks promising for AI agents as they continue to shape technology and business landscapes.

pyproject.toml

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+[tool.poetry]
+name = "crewai-basics"
+version = "0.1.0"
+description = "Simple ai research"
+authors = ["Joao Moura, Z"]
+
+[tool.poetry.dependencies]
+python = ">=3.10,<=3.13"
+crewai = "0.28.6"
+crewai-tools = "0.1.6"
+python-dotenv = "1.0.0"
+langchain-openai = "^0.0.5"
+
+[tool.poetry.extras]
+tools = ["crewai-tools"]
+
+[tool.pyright]
+# https://github.com/microsoft/pyright/blob/main/docs/configuration.md
+useLibraryCodeForTypes = true
+exclude = [".cache"]
+
+[tool.ruff]
+# https://beta.ruff.rs/docs/configuration/
+select = ['E', 'W', 'F', 'I', 'B', 'C4', 'ARG', 'SIM']
+ignore = ['W291', 'W292', 'W293']
+
+[build-system]
+requires = ["poetry-core>=1.0.0"]
+build-backend = "poetry.core.masonry.api"