Adding tool factories for the agentcore memory store #667
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This PR adds LangMem style tool factories to provide to the agent for saving events and searching for memories at runtime.
It is based on the LangMem tool factories with the ability to inject the base store at runtime and use the runtime config
actor_id
andsession_id
to save and search for memories according to the runtime config.Reference implementation: https://github.com/langchain-ai/langmem/blob/main/src/langmem/knowledge/tools.py
Comes with a sample notebook.