This tutorial explores the use of Python's shelve module as a simple yet effective caching solution, particularly beneficial for speeding up development and debugging processes involving large language models. By leveraging shelve, developers can create a persistent key-value store that significantly reduces the time and cost associated with repeated model queries.

https://www.jerpint.io/blog/python-shelve-as-cache/