Long term memory

Refer Here for long term memory
In langgraph to store long term memory we need
- Runtime: for storing and retrieving
- store: This is where we pass type of long term memory
- Namespace: This is like a folder structure
short term memory belongs to a thread and long term memory is across threads.
Patterns:
- User preferences
- Global info
Refer Here for long term and short term memory usage.

Small capstone

Customer Support Tickets and grievance:
- When ever customer raises a concern
  - Agent is supposed to evaluate the concern verify if there are any solutions which address the similar concern
  - New concern then find the department , bring him in the loop
  - Serious concerns bring superior into loop
Application Failure Analysis:
- We will use Apache Server
- When user enters the failures this agent will help resolving the issue by giving guidance and can also perform installations and uninstallations.
Application Processing (quotes for proposals)
- Validate proposal consistency (scope, pricing, timeline, and required sections)
- Benchmark pricing against data to flag under/overestimation
- Improve clarity, structure, and professionalism of the proposal text