Setting up the Agents for our approach required going through many different frameworks and deciding which was best for our approach. Using the Langchain approach was quite tedious because of all the abstraction layers, thus we ended up using Griptape library to form our agents, we have been able to integrate it with our localised LLM after much trial and error, and in the process we learned a lot.