What kind of memory structures are they trying to add?    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?    Last line:    Human: What do you know about Deven & Sam?    You:    > Finished chain.    ' 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.'Inspecting the memory store‚ÄãWe can also inspect the memory store directly. In the following examples, we look at it directly, and then go through some examples of adding information and watch how it changes.from pprint import pprintpprint(conversation.memory.entity_store.store)    {'Daimon': 'Daimon is a company founded by Sam, a successful entrepreneur.',     '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 conversation.',     'Langchain': 'Langchain is a project that is trying to add more complex '                  'memory structures, including a key-value store for entities '                  'mentioned so far in the conversation.',     'Sam': 'Sam is working on a hackathon project with Deven, trying to add more '            'complex memory structures to Langchain, including a key-value store '            'for entities
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). ->: What kind of memory structures are they trying to add?    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?    Last line:    Human: What do you know about Deven & Sam?    You:    > Finished chain.    ' 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.'Inspecting the memory store‚ÄãWe can also inspect the memory store directly. In the following examples, we look at it directly, and then go through some examples of adding information and watch how it changes.from pprint import pprintpprint(conversation.memory.entity_store.store)    {'Daimon': 'Daimon is a company founded by Sam, a successful entrepreneur.',     '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 conversation.',     'Langchain': 'Langchain is a project that is trying to add more complex '                  'memory structures, including a key-value store for entities '                  'mentioned so far in the conversation.',     'Sam': 'Sam is working on a hackathon project with Deven, trying to add more '            'complex memory structures to Langchain, including a key-value store '            'for entities