Context gets lost between statements in a chat, makes chat unreliable.

[fakeboboliu]

For BOTH basic and flow modes for the chatbot, retrieve re-occurs on every single request.

This problem lets LLM forget any context that does not present in their previous speaks,
which usually a request of information that does not contains any knowledge.

[fakeboboliu]

like #3466