"""
This agent coding agent based `CodeAct`agent pattern, see:
- https://arxiv.org/abs/2408.02193
- https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://huggingface.co/collections/DataImaginations/codeact-interaction-framework-for-llm-agents&ved=2ahUKEwjpkvKpwIWRAxWJ1wIHHY3KEzAQFnoECCEQAQ&usg=AOvVaw2IxMEyHwZPI7MfLSlFMyqN
- https://github.com/langchain-ai/langgraph-codeact
"""