Introduce memory management for chatbot

[nesanders]

PR #2218 does not yet introduce a data model for storing user chat histories and accessing them in chat conversations as part of long term memory. We should either introduce a basic framework for this here or capture an issue to do so later.

We should be able to use https://reference.langchain.com/python/langchain-community/chat_message_histories/firestore/FirestoreChatMessageHistory for this. We will need to decide whether to add this as a separate firestore db or as a new collection or something else. it is a top priority to enforce user-level access so each user can only access their own conversation history.

Originally posted by @nesanders in #2218 (comment)

Here are core requirements for this issue:

• Chat converstaions need to be durably persisted
• Persisted chat conversations should be incrementally updated after each conversation turn
• We should expose a new tool in the REACT loop to enable the chatbot to retrieve previous conversations
• The long term memory tool needs to be able to search previous conversations by semantic relevance

Anti-requirements

• Our approach must NOT prevent a future frontend PR that would expose the chat history to the user
• Our approach must NOT prevent a future frontend PR that would allow the user to open and resume previous chats
• Our approach must NOT prevent a future PR that would enable chat rollback/editing