Abstract base class for chat memory.
ATTENTION This abstraction was created prior to when chat models had
native tool calling capabilities.
It does NOT support native tool calling capabilities for chat models and
will fail SILENTLY if used with a chat model that has native tool calling.
DO NOT USE THIS ABSTRACTION FOR NEW CODE.
