LangGraph beats AutoGen - How Future of Internet Search will look like?
AI Summary
Summary: Lang Chain Update and Lang GR Language Agents
- Introduction:
- Lang Chain has introduced language agents known as GRS.
- The update allows the creation of agents to complete tasks and the assignment of tools within the Lang Chain ecosystem.
- Integration with lsmith is demonstrated.
- The video will showcase the future of internet search and UI creation.
- Content Overview:
- The presenter is excited to demonstrate Lang Gro.
- The process includes creating agents, tools, and explaining a use case.
- The channel focuses on AI content and encourages subscriptions and likes.
- Use Case:
- Two agents are created: Internet Search Analyst and Insight Researcher.
- The Internet Search Analyst searches and summarizes internet content.
- The Insight Researcher identifies topics and provides in-depth answers.
- The future of internet search is envisioned as a detailed report with key insights.
- Installation and Setup:
- Install Lang Chain, Lang Graph, Open AI, lsmith, and other tools via pip.
- Export API keys for Open AI and Lang Chain.
- Create and open
app.py, importing necessary modules and functions.- Agent and Tool Creation:
- Define environment variables for Lang Chain.
- Initialize the model using GPT-4 Turbo.
- Define tools for internet searching and content processing.
- Create agents with specific roles and tasks.
- Add a supervisor agent to oversee other agents.
- Graph Creation and Execution:
- Define agent nodes, state, edges, and the overall graph.
- Compile the workflow and run the graph with a stream.
- Monitor agent interactions using lsmith.
- The output is displayed in the terminal and can be formatted in Markdown.
- User Interface with Gradio:
- Modify the code to return responses and set up a Gradio interface.
- The UI allows in-depth search with a single query.
- Comparison and Conclusion:
- LangGraph with LangChain is more extendable compared to AutoGen and CrewAI.
- The system allows for more customization.