🤖️ Reflection agent

Description

🚀 Reflection agents are a prompting strategy used to improve the quality and success rate of agents and similar AI systems.

Reference: https://blog.langchain.dev/reflection-agents/

Reflection agent loop

How to run the project

1. Clone the repository
2. Create a virtual environment using following commands.

   python3 -m venv .venv
   source .venv/bin/activate

   (Make sure you are using suitable python version, in my case python version 3.11.9)
3. Install the dependencies using following command.

   pip install -r requirements.txt

4. create a .env file in the root directory and populate it with the help of .env.example.
5. Run the project using following command.

   python3 main.py

6. Your result might take a few seconds. Output might not be in readable format in the terminal, but use langsmith to check the desired output.