store for entities mentioned so far in the conversation. They seem to have a great idea for how the key-value store can help, and Sam is also the founder of a company called Daimon.'}    Current conversation:    Human: They are adding in a key-value store for entities mentioned so far in the conversation.    AI:  That sounds like a great idea! How will the key-value store help with the project?    Human: What do you know about Deven & Sam?    AI:  Deven and Sam are working on a hackathon project together, trying to add more complex memory structures to Langchain, including a key-value store for entities mentioned so far in the conversation. They seem to be working hard on this project and have a great idea for how the key-value store can help.    Human: Sam is the founder of a company called Daimon.    AI:    That's impressive! It sounds like Sam is a very successful entrepreneur. What kind of company is Daimon?    Last line:    Human: Sam is the founder of a company called Daimon.    You:    > Finished chain.    " That's impressive! It sounds like Sam is a very successful entrepreneur. What kind of company is Daimon?"from pprint import pprintpprint(conversation.memory.entity_store.store)    {'Daimon': 'Daimon is a company founded by Sam, a successful entrepreneur, who '               'is working on a hackathon project with Deven to add more complex '               'memory structures to Langchain.',     'Deven': 'Deven is working on a hackathon project with Sam, which they are '              'entering into a hackathon. They are trying to add more complex '              'memory structures to Langchain, including a key-value store for '              'entities mentioned so far in the conversation, and seem to be '              'working hard on this project with a great idea for how the '              'key-value store can help.',     'Key-Value Store': 'A key-value store is being added to the project to store '                        'entities mentioned in the
Entity memory remembers given facts about specific entities in a conversation. It extracts information on entities (using an LLM) and builds up its knowledge about that entity over time (also using an LLM).
Entity memory remembers given facts about specific entities in a conversation. It extracts information on entities (using an LLM) and builds up its knowledge about that entity over time (also using an LLM). ->: store for entities mentioned so far in the conversation. They seem to have a great idea for how the key-value store can help, and Sam is also the founder of a company called Daimon.'}    Current conversation:    Human: They are adding in a key-value store for entities mentioned so far in the conversation.    AI:  That sounds like a great idea! How will the key-value store help with the project?    Human: What do you know about Deven & Sam?    AI:  Deven and Sam are working on a hackathon project together, trying to add more complex memory structures to Langchain, including a key-value store for entities mentioned so far in the conversation. They seem to be working hard on this project and have a great idea for how the key-value store can help.    Human: Sam is the founder of a company called Daimon.    AI:    That's impressive! It sounds like Sam is a very successful entrepreneur. What kind of company is Daimon?    Last line:    Human: Sam is the founder of a company called Daimon.    You:    > Finished chain.    " That's impressive! It sounds like Sam is a very successful entrepreneur. What kind of company is Daimon?"from pprint import pprintpprint(conversation.memory.entity_store.store)    {'Daimon': 'Daimon is a company founded by Sam, a successful entrepreneur, who '               'is working on a hackathon project with Deven to add more complex '               'memory structures to Langchain.',     'Deven': 'Deven is working on a hackathon project with Sam, which they are '              'entering into a hackathon. They are trying to add more complex '              'memory structures to Langchain, including a key-value store for '              'entities mentioned so far in the conversation, and seem to be '              'working hard on this project with a great idea for how the '              'key-value store can help.',     'Key-Value Store': 'A key-value store is being added to the project to store '                        'entities mentioned in the