[PR] Add long-term memory documentation [flink-agents]

["Shekharrajak (via GitHub)" <gi...@apache.org>]

Shekharrajak opened a new pull request, #402:
URL: https://github.com/apache/flink-agents/pull/402

   
   Linked issue: #351
   
   ### Purpose of change
   
   This PR adds comprehensive documentation for the Long-Term Memory feature in Flink Agents. The documentation covers:
   
   - Overview and key characteristics of Long-Term Memory
   - Configuration and setup requirements
   - Memory set operations (create, add, get, search, delete)
   - Compaction strategies (summarization) and async compaction
   - Practical usage examples (conversation history, knowledge bases, RAG applications)
   - Comparison with other memory types (Sensory Memory, Short-Term Memory)
   - Best practices for capacity planning and optimization
   - Current limitations and future enhancements
   
   The documentation follows the existing documentation style and provides clear guidance for developers using Long-Term Memory in their agents.
   
   ### Tests
   
   Documentation changes do not require code tests. The documentation was verified by:
   - Reviewing existing documentation style and format
   - Ensuring code examples match the actual API implementation in `python/flink_agents/api/memory/long_term_memory.py`
   - Validating that all referenced concepts align with the codebase
   - Referencing the e2e test file `long_term_memory_test.py` for usage patterns
   
   ### API
   
   This change does not touch any public APIs. It is documentation-only.
   
   ### Documentation
   
   <!-- Do not remove this section. Check the proper box only. -->
   
   - [x] `doc-needed` <!-- Your PR changes impact docs -->
   
   - [ ] `doc-not-needed` <!-- Your PR changes do not impact docs -->


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Re: [PR] Add long-term memory documentation [flink-agents]

["xintongsong (via GitHub)" <gi...@apache.org>]

xintongsong closed pull request #402: Add long-term memory documentation
URL: https://github.com/apache/flink-agents/pull/402


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