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It demonstrates specialized agents for handling technical and math-related queries with advanced input classification and efficient information retrieval.\n\n## Features\n\n- **Technical Agent:** Leverages LangChain, OpenAI, Tavily Search, and FAISS for handling technical queries.\n- **Math Agent:** Specialized in math-related questions, equipped with a basic calculator and an equation solver tool.\n- **LLM Classification:** Utilizes a language model (LLM) to classify user queries as 'math' or 'general/technical', directing them to the appropriate agent.\n- **Embeddings \u0026 FAISS:** Employs OpenAI Embeddings and FAISS for efficient information retrieval.\n- **Tavily Search:** Integrated as a search tool to enhance the agent's data access and processing capabilities.\n- **LangSmith:** Used for monitoring, logging, and debugging to ensure smooth operation and maintenance of the system.\n\n## Setup\n\n### Dependencies\n\n- LangChain\n- OpenAI\n- Tavily Search\n- FAISS for information retrieval\n- LangSmith for system monitoring\n\n### How to Run\n\n1. Use python venv `python -m venv .venv` \u0026 `source .venv/bin/activate`\n2. Install the dependencies `pip install -r requirements.txt`\n3. Set the necessary environment variables using a `.env` file.\n4. Run the Python script using the command `python app.py`.\n\n## Demo\n\n- **Query:** What's LangSmith?\n  - **Classification:** Technical/General\n  - **Agent:** Technical Agent\n  - **Tool:** LangSmith Search Tool\n  - **Response:** \"LangSmith is a tool developed by LangChain...\"\n\n- **Query:** What's the weather in Lyon, France?\n  - **Classification:** Technical/General\n  - **Agent:** Technical Agent\n  - **Tool:** Tavily Search Tool\n  - **Response:** \"The weather in Lyon, France is currently partly cloudy with a temperature of 52°F (11°C). The wind speed is 2.3 mph (3.7 km/h)\"\n\n- **Query:** What's 9+2?\n  - **Classification:** Math\n  - **Agent:** Math Agent\n  - **Tool:** Basic Calculator Tool\n  - **Response:** \"The sum of 9 and 2 is 11.\"\n\n- **Query:** What's the solution to 3x+5=14?\n  - **Classification:** Math\n  - **Agent:** Math Agent\n  - **Tool:** Equation Solver Tool\n  - **Response:** \"I apologize, but the equation solver feature is currently under development. I am unable to provide you with the solution to the equation 3x+5=14 at the moment.\"\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcavinlobo%2Flangchain-multi-agent","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcavinlobo%2Flangchain-multi-agent","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcavinlobo%2Flangchain-multi-agent/lists"}